{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib\n",
    "import seaborn as sns\n",
    "import quandl\n",
    "import numpy as np\n",
    "import scipy as sp\n",
    "import pandas as pd\n",
    "import sklearn.linear_model\n",
    "import sklearn.metrics\n",
    "import statsmodels.api as sm\n",
    "import matplotlib.pyplot as plt\n",
    "from ipywidgets import interact\n",
    "from matplotlib import rcParams\n",
    "plt.rcParams['figure.figsize'] = (15, 10)\n",
    "import matplotlib.pylab as pylab\n",
    "params = {'legend.fontsize': 'xx-large',\n",
    "          'figure.figsize': (15, 10),\n",
    "         'axes.labelsize': 'xx-large',\n",
    "         'axes.titlesize':'xx-large',\n",
    "         'xtick.labelsize':'xx-large',\n",
    "         'ytick.labelsize':'xx-large'}\n",
    "pylab.rcParams.update(params)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# To really use the Quandl API. Limited usage doesn't require authtoken.\n",
    "\n",
    "authtoken = None\n",
    "# authtoken = \"your token here\"\n",
    "\n",
    "def get_quandl(what):\n",
    "    \"\"\" \n",
    "    Wrapper around Quandl requests, using authtoken only if available\n",
    "    \"\"\"\n",
    "    if authtoken:\n",
    "        return quandl.get(what, authtoken=authtoken)\n",
    "    else:\n",
    "        return quandl.get(what, start_date=\"2013-01-31\", end_date=\"2015-12-31\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "oil = get_quandl(\"DOE/RWTC\") # This creates pandas data frame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from statsmodels.tsa.stattools import adfuller\n",
    "def test_stationarity(timeseries):\n",
    "    \n",
    "    #Determing rolling statistics\n",
    "    rolmean = pd.rolling_mean(timeseries, window=20)\n",
    "    rolstd = pd.rolling_std(timeseries, window=20)\n",
    "\n",
    "    #Plot rolling statistics:\n",
    "    orig = plt.plot(timeseries, color='blue',label='Original')\n",
    "    mean = plt.plot(rolmean, color='red', label='Rolling Mean')\n",
    "    std = plt.plot(rolstd, color='black', label = 'Rolling Std')\n",
    "    plt.legend(loc='best')\n",
    "    plt.title('Rolling Mean & Standard Deviation')\n",
    "    plt.show(block=False)\n",
    "    \n",
    "    #Perform Dickey-Fuller test:\n",
    "    print 'Results of Dickey-Fuller Test:'\n",
    "    dftest = adfuller(timeseries, autolag='AIC')\n",
    "    dfoutput = pd.Series(dftest[0:4], index=['Test Statistic','p-value','#Lags Used','Number of Observations Used'])\n",
    "    for key,value in dftest[4].items():\n",
    "        dfoutput['Critical Value (%s)'%key] = value\n",
    "    print dfoutput"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/sarthakdasadia/anaconda/lib/python2.7/site-packages/ipykernel_launcher.py:5: FutureWarning: pd.rolling_mean is deprecated for Series and will be removed in a future version, replace with \n",
      "\tSeries.rolling(window=20,center=False).mean()\n",
      "  \"\"\"\n",
      "/Users/sarthakdasadia/anaconda/lib/python2.7/site-packages/ipykernel_launcher.py:6: FutureWarning: pd.rolling_std is deprecated for Series and will be removed in a future version, replace with \n",
      "\tSeries.rolling(window=20,center=False).std()\n",
      "  \n"
     ]
    },
    {
     "data": {
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GEzaG7W1L3sqrkxzDVrwEoZ+OIfaZmqmeQ61aSUdnSTI3n8lE2McjyN2+Fbm7\ndyW6YWNCJn2JrXCRzFaVEPctZ3DnnCakSZM4+vePolIlGxYLPPNMHN98E8GkSVZOnrTQt68HZ85E\nMXRoNGaTHZeAA5gvXsR8Iwiiooip14C4Rx+7l6ckhBB3jbe3niPXlOjL3xs3bjBr1jfs2fMb169f\npUiRorz4YjvateuYZL301K5dnQ4dOtG37wAuXrxAhw6tGD58JAcO7GXnzu1ER0dRuXJV+vYdQMmS\npeK3Cwg4wIwZX3PqlIG3tw+tWrXh0qWLXLhwni+//DbdYz7zzLP89dcpNm3aQI8eyYO7dTz3XDOW\nL1+cZLndbufHH5exYsVyzp8/R+7cvjRs2Ji33uqNh4dH/HpHjx5h/vw5HDt2hNDQUHx9falZsza9\ne/clV65cgG6qmjdvXqpUqcbixQu5fPkihQsXoXPn13j++VYZqrfbJQ1ShEAPYnLihIU5c6xERMCQ\nIW4ULuxDeLgpPvtWtqyNmTMjgJT96pyZu1y57NSpE0dubmA7cpzwcJg505WXXvIgOtpEvXoJWYLE\nmbvTp/WtuGqVK51ZQJVzq4mpWJmwoR9xc+EyuHCBwN+PEv18yzTPoUwZW5LXyef0inm2NkFbfyO6\nTn2sWzbhPfj926kqIe5bzmy184sTkwmGDo2mRYuE+65Nm1i2bQvnq68iKFXKxv/+58YHzU9C7Sb4\nNW9E7je64NP/XXyGDcSvdg28B7+P6UbQPTkfIYTIDrGxsUl+goKC2LRpPQsXfkf58hUpUaIkoAO7\nt97qyo4dW+jS5TXGjp1ItWo1mDx5ApMmfX5HZZg4cRxms5kRI0YzcOAwTp48zieffBD//tGjf9C/\nfx9cXV3x9x/N22+/y9q1v7Bp04YM7d9qtVKvXgO2bNmYZPk//5zlzz9P0qRJsxTbTJ06kcmTx/P0\n088wbtwkOnd+jdWrVzJoUF/iHMOb//33X/Tp0wOTCT76aAQTJkylRYtWrF69km+//SrJ/vbu3cOP\nPy7jzTd7Mm7cJPLnL8CYMZ/y558nM1tdmSKZOyHQ0w84NWvmyYkTCZORN2+e8GCYP79+aEyZuXM0\nB7twnKLLFvI335H350CM4y3wOlWGzsCw/GE02RyAdUsscUWLkjsiku0mO6tP9+aURytq8SvKcopP\n4z4ixsWd4LkLsBUv4TiwD1wNSfcc8uVL2k/v8uWU36jFqbLcXP4zvi80wW39Wqyb1hPduOmtK0iI\nB0DyZpl0+joGAAAgAElEQVRpMZuhfZsoWrqsIWD4OhofXIAnEYQ0egFT/VrYfP0wxcTgOXkCHnNn\nYQoKImTG3LtwBkKI+42X/0e4rfrpXhcjXlTLFwnzH3nb24eGhlK//jMplufOnZsGDRrTs+c7mB2d\nkZcsWcDly5eYNes7HntMAfDUU89gsVhYtmwxbdu+RKlSpW+rHOXLV2To0I/jX1+8eIHZs7/lwoXz\nFClSlBkzviZ//oJMmDAVV1c9AFaFCpXo3Ll9ho/RuHFTVq9eycmTxylbthwAGzasRaknKFGiVJJ1\nz5//j+XLl9CxY2feeadv/LmWKlWK99/vw7ZtW3j55bb89defVKr0JJ99Ng6rVQ/YVb36Uxw5coiA\ngP1J9hkREc7EiV+SL19+AEqUKEn79i3ZuXM7jz9eNnMVlgkS3AlB0tEuT5yw8Oqr0QQHm9i920L9\n+gnBXYECOjuWPLgLDjbxiWkERZv66/3hTaAlH+rUGpRzpatgD3YDiwsux/Wcc3WBuqd3EHvGBRdi\nwdGyMuCFjyjuDOwyKHnrCOfw76mtGOo/Et92Lcn15msE7tyXEEQK8QALCjJhtdpTTCWSnCkkmFxv\nvoZ162aKAdddC9IxZgmv925EnToJzZsjX+qEb4vGuP/8I/bcvoR98DH2PHnT3fepU2YmTbIyaFAU\npUtnbP5LIYS4Wzw8PJk6dToAUVFRrFz5I5s2baBLl9fp1KlLknUPHNhH6dJl4gM7p2bNnmfp0kUE\nBBy47eCuUqXKSV4XKFAQgPDwcGJiYjh06Hfat+8YH9gBFC1ajAoVKmX4GFWrVidPnrxs2rQhPrjb\ntGk9bdt2SLHu/v17sdls1KlTj9jYhOe+KlWq4+npxd69v/Hyy21p2rQFTZu2ICYmhjNnTnP+/DnO\nnDnNxYsXsFgsSfZZuHCR+MAu6TkmG3I9i0lwJwQJfeacRo2KwtUVYmMT5pgDKFBAP6wtXGjl9ddj\nqFzZ0WTz8nb87f7ElShJ6PBPaTChHcZZD3rV+4PN6+x8930kRUuYiXukDLi6YgoJxu7hSdfal3jj\n/Ehq2Pax16UWLUbXILzE4xSvk/Jbtcy6fNmE3Z76uCmxNZ4m5PNJ5Hrvbbw+HS5ZiQdERIS+Jn18\n7nVJ7k+BgSb8/OzpjhVkunIF31ZNcTn9N9H1GxLefzA/nq/FL2978/TxyCTBHVYrIdO+JdebXfGY\nPxu3X37ixoo1xD1RLn6Vy5dN8QMhHTlipmNHD65fN1OypI0hQ6KTH14I8YAJ8x95R5my+43FYo4P\ndAAqV66C2Wxh2rT/4erqQvv2L8e/FxISTJEixVLsI29ePfJlaGj6LYrSk7gPGxCfLbTbbdy8eYO4\nuDj8/PKkcuy8XL9+PUPHsFgsNGzYmC1bNvLOO305duwoly5dpHEqLZacg6v07p1ydE2Aq1evABAd\nHc2UKRNZu3YVUVFRFChQEKWewN3dnehkExe7u6d+jjZb9n7xJ8GdECRtlgng7q7/TfYlDN7eYLXa\niY42MXeuK5MmRYHNRr9Lup148Dezia1Wg4LLrRw8YebXwPIcxgVr9RDiEv2NsufKDUBQgcfpeHYB\nrq5QrqyNhl3C76gjbJUqcRw8aMFqtRMZaeLmTfD1TX3dqI6vEDPrW9xWriDi3X7EVnryDo4s7oY+\nfdw5eNDC77+HyWCnqbhxw0SRIrYUy02hIbj99CMuRw5hXbcGy6WLhPd4m7BPRoKrK+X+1JV5/LgF\niEmybZwqS9CWXXhOm4zX6E/x+nw0wXO+B2DDBgtdungyb57uv9emjWf8dCaHDiX74yGEEPep998f\nzMGDv/PVV1OoXv3p+Gycj08url+/lmL9a9f0sty503jAuEPe3j6YzWYCA1MGcYGBgZnaV+PGzVi+\nfAlHjhxm69ZNVK1aPT44TX5MgLFjJyTJtjl5enoCMGXKBNau/YUhQz7i2Wfr4O3tDcD777/DuXP/\nZqps2UUGVBGCpM0y02MyQUCATqfv368f3tyWLqJq9F7W+bQntloNAB59VD9gHjmi13EMnpSCn58d\nu91EdLSJQoVSPpRm1pIl4cyeHUGnTvoB9eLFdG5xk4nw/oMx2e34vtAEjxlfg+3OyyCyh92uJ+n+\n7z8zN2/e69Jkr+3bLfTv78a6dRaiM5D8+vlnFwoW9ObmTVPK/nYREeTu0Bqf/u/iMXcW5htBhA0c\nSthnY8HR3OeRR2x4etrZtcuS+i3g6kp43wHEVKmKdc0qXA4FALB0qd5+2zYLP//sQkiIiXHjoihR\nwsahQ2bs0ipTCPEA8PT0ZMCAoURHRzNx4rj45VWrVufMmb85derPJOuvX69H865SpWq2lMfd3Z2K\nFSuzc+eOJE0kr1y5zLFjf2RqXxUqVKRw4aJs2rSerVs30aRJ81TXq1q1OqAD17Jly8X/5M2bj6+/\nnsqxY7o7zaFDAZQrV4EmTZrHB3Y3btzgxInj2O6TZygJ7oQgabNMd/f0n8gKFLBTp04sf/5pYefK\nYLw+HU4YnsxQCX8QldI3eGSkCU9POy5p5Mj9/BJ+L1Tozp8EfX3hhRdi4/flnIQ9LdHNn+fmrPnY\nPT3x/nAI3oP6IU+k96d//zVx86b+PK9ezdl/uqdMsfL991a6dvWkUiUvJk+2prv+smWu2O26bhIP\ngEREBL4dWuP6+wEiW7UhaON2rv35L+GDP0jSXtnFRd83//5rZufONDJuJhNhH3+KyW7Hp1d3Ys6c\nZ/NmfWMfPGjhxg29v6eeiuPJJ+O4ft3M2bOSXhVCPBhq1qxF/foNCQg4wIYN6wB4+eXO5M2bj4ED\n32PlyhXs27eHyZMnsGzZYlq1apNiUJKs1KPHO1y5cokBA97j1193sHnzBvr370NsbGx888aMaty4\nCb/88hOhoSHUq9cg1XVKl36E559vxZdfTmLWrG84cGAfGzeu4/3338EwTlCuXAUAypWrwB9/HGbp\n0oUcPPg7v/zyM2+//QZhYaFERkbe8XlnhZz9hCBEBiVuljl27K1vzvr14yjKfzzy5vNYrl1lFB8S\nW6R4/PtPPJHw7U3u3GkHS6VKJayXfCqDO1G0qN7XiRO3vsWjW75I4I59xFSsjMd3c7GuXpVl5RBZ\nx5kFhpRTceQ0f/5ppkABGz17RhMdbWLcOCtxcamvGxMDu3ZZKFPGxpUrIfTs6WhWabfj834fXPft\nIbJ1W0KmfUts5SoJba6T6dpVpwjffNOD335LPcCLqV2XsH4DcTn9N7lbPMfAsBE8zR6OHTXFfya5\nc9upWVMX9rffpOeDEOLB8d57A/Dw8GTatEmEhYXi55eHb76ZQ/XqT/Htt9MYOrQ/AQH76ddvIIMG\nfXDrHd6BypWfZPz4yYSHhzJ8+FCmTp1E06YtKFeuQor+erfSuHFTYmJiqFWrLp6eaY+4NWTIR7zx\nRk+2bNnIoEF9mTJlIiVKlGLatJnx8+/16fM+zz3XjPnz5zBoUF8WLpxP/fqN6Nt3AMHBNzl9+q87\nOe0sYbI/QN/SX70acseFzZ/fh6u3GFJeZN6DXq+TJlkZM8aNhQvDadw4jafIREzGn3i1bolH4EW+\nphfvMpWur9viJ0CPiIBSpbyx202ULRvHjh3hqe5n9WoXXn9d/5FavDichg1TP3Zm6/faNRNVqnhR\npIid3bvDyMiXXJa/T+FX+yniSj9C0I69pJluzGEelGt39Ggr//ufHt1n5swIWrWKvcUWWe/0aRPj\nx7sRGqqz0kWK2JgwISpF31S4/Xr98ktXPv3UnUaNYlm0KII333Rn5UpXZs2K4PnnY1Ncy3v2WGjV\nypM33ohm7Fh9/1n+NPD6bDhu69cSU/0pbqxYnXRkpDQsXepCv37umM0wdWokbdqkUsd2Ox5TJuIx\neiQWu75fF9KJYXm/4d/rPpw+HcL582bq1PGibdsYpk/Pvm9yH5Rr90EkdZs9pF6zV06q3507t5En\nTz7Kl68QvywmJoa2bZ+nadMW9OnT766X6X6q3/z5fdL8llcyd0KQ0CzTOfnxrfiMGo5H4EVOvDGS\n3nxFHC7kzZuwrYcHlCqlX+fKlfY+lUoI5h5/POsyd/ny2WnbNpYzZ8xs2ZJ6FmLuXFeGDk144I0r\n8xiRnV/D5a9TuC/6PsvKIrLGvczcXbpkYv9+M9OnW1m+3JV161zZts2FhQutnD6ddf+NnDtn4tNP\ndWbNmdUuUkTfP927e/DVV64pttm2TddLvXr6XnL/bi5+dZ/Gbf1aop95lptzFmQosAN46aVYFi+O\nwM0Nevb04OuvUx4Pk4mQdwbwmO8VuuVezsVST/MKi1h4vRnu5ii8vPS97Otr58gR+S9WCCFux4ED\n++jXrzc//LCEQ4cC+PXX7QwdOoDIyAhat257r4t3X5P/eYQgYUAVR9/YdJnP/4d1wzpinqxCZJ++\ngN42cXAHULasfthMazAVSAgAAYoWzdos+ptv6mZm336ben+lwYPdmT3byvffuxKlEx6EDxqK3dMT\nzy/GQHjq2UZx99ntJAkU7mZwt2mThbp1vXj+eS/mzrXi5WXnxIlQevbU11dWDu5y/nzCOZYtq4M7\nZxNjgBUrUgZb27e7YLHYqVUrFtPVq3h98iH2XLm4OX8xN39ei71gwUyVoW7dOFatCqdQIRv+/m5c\nu5a0ru12GDbMjTNBebC3bsnp2WtZRntq8RsnKYtvp7bk6vs27S0/Eh354LSMEUKI+8k77/SjXbuX\nWLp0Ef3792HMmE+xWl2ZPn1OpucBftg8HO2uhLgFZ587H59bP4y5rfoJk81GZOfX4ue3gtSCOxtr\n16afuXNxgZ49o3FxSX0+ujtRsaKNmjVj2bbNhT//NKeZGezf353Dh8188UUUMfkKEd6jN17/G0+e\n2jWI6NadiDd6ZCzqFdnm8mUT166ZeeyxOE6dstyV4C40FBYscOXjj92xWBKu4Zo148ib106ePHpZ\ncHDWleXiRb2vGjXi4kd8dWbugBT97m7ehIMHzVSrZiOXtw2fd/tiDg0hZPTnRDdrcdvlKFfORrt2\nsUybZmXWLFfeeSc6/hY4eNDMvHn6C5OWLWMp84QL7TxnER1upY39J6xbzgIwgwWsdGsHzLntcggh\nxMPKarXSq1cfevXqc6+L8sCRzJ0QZDK4W70Ku8lEVPMXnCOpA6kHd5D+gCoAn30WxSefRGWyxBnz\n5pv6AXnWrFSalyUyb56Vvn3dKVzYh6OtBhHRvQfmwEC8R/qTu+vLKZ+qRZa7dMlE797unDmTMlhy\nZu2cfTKzO7g7c8bEI4/48PHH7hQsaGP9+nCaN4+hcGEbXbroa8r5pUVGpxHJCGdw17t3NFZHwjlx\n5u7ff83ExkJYGFy/buLXX12w2UzUqxuD96D3cVv7C9E1axH5+lt3XJbSpfVxJ0xwY+jQhEFYLlzQ\nn0WjRrHUrRuHxQKFH/eiCwuoWeEmV89cJHDzr5x0q0yrqB9wCThwx2URQgghMkqCO/FQi4qC2FgI\nCDDj52e/ZYLKFHgdl/17ia3xNPYCBZK858xkONWsGUe+fDaqV793gVHz5rEULWpjyRJXLl82xc/h\nlVqLy0WLdAC46bdchI4Zz/XDJ4hq2hzrrztwnzvrLpb64fT9964sX+5K/fpe2O16xMh9+/Sf6D/+\n0P3K6tSJxcXFnu1TITjncAT48MMoKlWyMW9eJIcPh9GihR5kxPlFSNZm7vR5FS6cENAlbq4cGmri\nxRc9aN3ak/LlvXj9dQ8e4W/eO9gdj+/mEFOxMsHzFpLqCC+Z5AzuQA/a4hQYqM+3bduY+Gx7sWJ6\n3ZBQM3h5EVexEhOLfg6A57Qpd1wWIYQQIqMkuBMPralTrRQv7oNS3ly9aqZNm5hbjipp3boZk81G\n1HNN45e5uuqHz+SZu0KF7Bw/HkaHDnd/VEMnFxfo2jWG8HATFSt606uXO3Z7wgMqwIwZEfHDwAN8\n9JE7n3zihj23LyETv8Tm7YPX+DGYgnP4zNn32Llz+uKLiDCxZYuFli096dDBk61bLRw8qIOLypVt\n5Mtnz/bM3alTuix9+0bRsWPq168zI51Vfe4CAxMyzIULJ9xLBQvaWbkynJ07w2jVKoZ9+1w4csSC\n3WZnBMP506QovmUhsWWfIHjO99h9/dI6RKYkDu4ST1Ny/XrKPrb58+vfE38uh/I0JICqWFevxLpy\nhcwfKYQQ4q6Q4E48tH74wQVXVzuFCtkoWtTG66/H3HIb6+aNAEQ3ahK/bO/eMJYvD8+SScizgzPT\nAvDTT67Mnu0aH9z17BlN69axfPxxFEWKJDzAfv21bhNnz5+f8L79MV+/rgdZEdnm5MmEP8fdu3sQ\nFGQiIsJEx46ebNjgQv78NgoWtJM/v51r10yMHGllzJj0J/e+XYahy/LWWzFp9gV1DhSUFc0yo6Ph\nlVc8iY3V+3IGS07PPBOHUjZmzIjk668j6NQyiJvPNGY4n2EvXpzgb+cQtPU3bCVK3nFZnBL39YtN\nFN+mFtzly6d/TzxfptUNhjIGXFzI/eZr5OryEqbA61lWPiGEECI1EtyJh9LlyyaOH7fw7LNx7NoV\nzsGDYSh1i6kIbDasWzcRV6gwcYnmXSlWzE7duvdvn7TkA6kMG+YeH7z5+emH0ty5YenSiCTrRUTo\nfmA3u/UmrlRpPL/5Cu+B/bDcBxN05jQ2mw6o3Nz05xEebkrRV7NHD/3lQ/78dsLDTUyZ4sbkydYU\nozlmhVOnLPj52VMEWYk5+9zdbrPMkBCoW9eTWbNcGTnSjYAAnZ1s3Dg2zSkWTSZo90IYc8NewmfP\nVqIaN+HGui1EvdguS5piJmY2w+bNYQAEBSWco7O+Ewd3LVvq6G/AgIS+s1YrbKQJF9fvJrpOPdw2\nrsdrpH+WllEIIYRIToI78VDasUM/CNavn/Emky4Hf8d8/TrRjZ7L+qEts5HJBGvXhrFgQThbt4bh\n62vnhx9087fE/QTz5UsaBHbu7EGlSt60eSUv01v8QFzJUnjMn41fzWq4z5x+V88hpzt+3Ex4uIlW\nrWIpWdJGmTI2Pv88YfLrCRMiefdd3XQ2ccBls5lYvTprBz222+G//0yUKmVL9zKPD+5ugvnCeUyh\nIcR36rTbk6a7UrFxowsnT1oYNsyd6dOtPPpoHKdPh7BwYUSq61uOH8On1xvkLVcG65ZNRDVuQvC8\nRdjz5but88yIihVtFC9uS9KMObXMXdmyNk6fDmHQoITmzfGBerHHuLn0J2IffQz3xQsw/3M228or\nhBBCSHAnHkrbtukH4vr1M5hxi43F2/8jAKKbP59dxco21arZeO65OMqXt7FkScJoKolHB/X1TbrN\nr7/qOtq/30Kfr6pwdn0AwTPmYs+bF++R/pgvXbwbRX8obNmi67pBg1g2bQpj48YwqlZNuDZffTWh\nP6izCeDLLOIH2tLKvyZ5y5Yid5vncd2y8Y77doWFQVSUKcUAQcnlymWnIZsZsLwOeZ98gnyPFCV/\nIV/ylSpMvhIFwNWVvI8Wx7d5Q3zeexu3xQt0+0uHAwcSMm1ms50ZMyLTHNDIfOE8vu1b4f7jcuy+\nvoT3fo/gGfNIMlxtNsmTx54kcxcYaMLT046HR9L1vL1J0mfXOdpndLQJLBbCBwzBFBuL5//GZ3uZ\nhRBCZJw9h/WJluBOPHTsdti+3UL+/DbKlbtFU0wHz89H47p3N5Gt2hD9XLNsLmH2qlLFxhtv6Ifs\n8uUTzj/xg2m+fDa++CISb++EP3iXr1uJat2WsGHDMYWH4zl25F0rc063ebMFk8lOgwZx5M6tA4US\nJex88EEUP/yQdGjT/Plt1GU7C+hMW1ZQLMwg1is31l078X25HXmqVSDXG6/iPn9OQiYtE5yBjLPJ\nbnLmf//BY8okSrapzWYa8zT72Ep9jpdsSnTNWsSWeZTYJ8pBgwbYChXC5fAh3BcvINd7b5P7pRd1\nhg/YvTshuCtWzJ7kWoxns+Hy+35yd34J87WrhI4YTeCBPwjzHwleXpk+t9vh52cnIsJEhCOheP26\nKT7ATo8z7nTGs1EvtiP2scdxX7IQ89kz2VRaIYRI26hR/tSuXT3FT8OGtWjfviXjxo3kxo0bmd5v\nnz496NbtlfjX7du3ZNiwAfGva9euzuTJE7LkHDJq06b1vPdeL5o1a0CDBjVp1+4FRo8ewb//nk2y\nnmGcpEePbrfcX0DAAZRS7NixLVvKm5VkEnPx0AkOhitXzDRpEpuh1pWuO7fjOXkCcSVLETpxygPV\nJDMtY8ZEMXBgdJoPqVu26AFipk61xg8Scfmyicceg8hXXsVj5nTcF31PRI/exJUrfzeLnuPcvAn7\n9lmoUsWWpKmfyQT9+kWnWL+I903m8Rp2TIxrsZGhaxryxXtRvFH1dzyn/Q/r9q24/fIzbr/8jHXr\nZoK//CZFIDR4sBt791po3jyWDh1iKFMm4bjO4C61zJ3HV1Px9v8QALurK7+4tOaT2I8JoBqDXopi\n0KBoQkN197cSJXwIuhoCMTFY/v4LrzGf4bb2F3ybNSSiQydcTnUAygFQsWLSDLrl+DE8p03GunUT\n5mvXAIh4tRsRvd656/efsx4++MCNPXtcuHDBnCSrmhZns8woZzc8i4XwgUPJ1fMNfAb1I3jWfOy5\ncmdXsYUQIlUeHp5MmjQtybKQkGAOHz7IokXfcfbsab7+enaWHnP69Dnky8Ym9MnNnz+bmTOn07bt\nS3Ts2BkPDw/On/+PJUsW8OabrzFt2rc89pgCYN261Zw4ceyule1ukMydeOik9/CaGvf5czDZ7QR/\nNSPHPIyZTKQa2JUsqbMnzn5diecuv3zZ8VBtsRD28QhMdjteYz7N9rLmdDt2uBAXZ6Jhw4z1/+y4\nZxCl+Ic/XhhE01FPAyZWrnQhrmIlQqbP5vrx01zfd5joWnVwW72S3N1eSTKx4dWrJubPd+XECQsT\nJ7rRoIEXoaEJ+3f2L0ueubOu+hlv/w+JK1yEkElfcv3oKYaV/YEAqgF6AnK7HSpU8Ob55z0TNnR1\nJa7sEwTPmk/Eq69jOfUnPqP8ORRdnrV+nejfYB9jxyYMRGI5cRzfDq1xX7YYu8WFiE5duLH4B0LH\nT74nX6w462HBAit//63/y3TOa5eeJM0yHaJatyWqcROs27eSt8Jj+PR+C/P5/7K+0EIIkQaLxUyF\nChWT/NSsWYtevfrQseMr/PHHEc6cOZ2lx6xQoSKFChXO0n2mJSYmhvnzZ9OqVVv69RtIrVp1qFq1\nOi1bvsjUqd9iMsHs2TPuSlnuFcnciYfOjRv6YcvXNwPBnd2O6+5dxBUsRGz1p7K5ZPfe1q1hhIeb\n4gceTDwmRnxwh54KIrpmLdzWr8Xjy8lEdn4Vu1+eu1zanGHzZl3ZjRrdOriznDhOruXfEVOhEkWn\nDwKrnapV49i1y0JEBLofmMmErVRpbi79iVzdX8Vt3RryPFuNqFZtiOrQkbUHq2OzmRgyJIpDhyys\nX+/C5csmrl7Vo3Sm1izTdfcucvXpgc3Lm5sLlhFXoSKg50hs186TCxfMnDtnZu9eC+HhJo4etaTs\n+ufiQuiEyYR9MJyzX2/COmUKzYIW03T7UiJHv0Lsk1UxhYbiNW4kpuhoQj8ZSUTvd+95pvy552LZ\ns8dC7dpxfPONjtiKFbv13w5ncBeTeIYVs5ngGfPiM9/uy5fgum8PQWu3YM+fPxtKL4QQGeft7QOA\nKdHf3Rs3bjBr1jfs2fMb169fpUiRorz4YjvateuYZL301K5dnQ4dOtG37wAuXrxAhw6tGD58JAcO\n7GXnzu1ER0dRuXJV+vYdQMmSpeK3Cwg4wIwZX3PqlIG3tw+tWrXh0qWLXLhwni+//DbVY4WFhREZ\nGYndnvJLOD8/P/r1GxRf7lGj/Fm79pf4Mr7++lt0796T2NhYZs/+lnXrVnPjxg0qVqxEgwaNM3Su\n94NMZ+6UUj5Kqb+UUv2SLTcppQYppf5WSkUqpY4qpbqmsn0xpdRipdQ1pVSIUmqVUurxOzkJITLj\nVn2KErOc/gvLlcvE1Hz2nj9k3g3e3lCgQEK9NGmSEHCcP5/oz4XJRJj/SOweHnh/+jF5Kz6Ox9df\n3s2i5gh2ux5MJW9eG08+eYtsUFQUXqP8AQgf/EF89FC+fBw2m4mzZ5P9OXd1JXjmfMJ7voMpOBjP\n6V/i27guhb8ZhYVY2rWLQSmdmr12zcxbb3nQrJkn+/frYDNPHjumq1fx7vcOvq2bQ2QkId/Mig/s\nAMqUsXPoUBh58tg4csRCz57u8e8l7rYRFgbPP+/J0qUu2PPmZUfJLjzJIVb2WoGtREk8Fn2Pz5D+\neH82HLvVjZtzFhDxznv3xT3XsGEcW7eGM3RoQnaxePGMZO6SNct08vIiou8AgnYHENZ/EJZ//8Fn\nwLtZWWQhhEhXbGxskp+goCA2bVrPwoXfUb58RUo45gy9ceMGb73VlR07ttCly2uMHTuRatVqMHny\nBCZN+vyOyjBx4jjMZjMjRoxm4MBhnDx5nE8++SD+/aNH/6B//z64urri7z+at99+l7Vrf2HTpg3p\n7tfX15eKFSuxcuUKPvpoMBs3ruPy5Uvx7zdv/gLNmumB8bp1e5NGjZ4DdNPRli1fBGD06BEsWvQd\nrVq1YezYCZQp8yj/+98Xd3S+d1OmMndKqbzAT0CZVN4eDQwE/IHfgY7APKWUzTCM7x3bewNbATvQ\n27HdCGC7UqqiYRjXbuckhMiMzGTurBvXAxBTu162lul+NWpUFBUr2hg82J0ZM6zUqBHHiy/qgC+2\nSjWu7zuC+/IleEz/Eu9PPiC2UmViatW5x6V+cBw7ZubSJTPt2sWkO02b6fJlcr/RBdf9e4mp8TTR\nTRIG9SldWgcap0+beeKJpEHHngAPqnw0BreP/LFu2YT3h0N45dRI6lvmknvZqzzi+jrwGOfPmzh2\nzExcnImZM3XQmM8jFN/WzXD56xSxT5QndOx4YmrWSrV8RYva+eMPM25uCcvOn4eCBfXvhw9b2L/f\nwhbH1tAAACAASURBVP79HnToEMLGjRbsmLG88ByBH+3H5Y/DWE7/jSkkhOhmLbAVKZr5ysxmibst\nFi16e80ykzCZCB/8IdadO3BbtwbL6b+Ie+TRLCipECIr+ft/xKpVP93rYsRr2fJF/P1vf0Cz0NBQ\n6td/JsXy3Llz06BBY3r2fAezY4S1JUsWcPnyJWbN+i6+j9pTTz2DxWJh2bLFtG37EqVKlb6tcpQv\nX5GhQz+Of33x4gVmz/6WCxfOU6RIUWbM+Jr8+QsyYcJUXB0jVFWoUInOndvfct8jR37OmDGfsm3b\nFrZt2wJAgQIFefrpZ2nfviNlyui/tUWLFiNPnnyOfesvLv/55ywbNqyle/eedOv2Zvw5R0REsmrV\nits617stQ5k7R1auA3AIeCKV94sA/YGRhmGMMgxjnWEYrwM/A6OVUs7j9AJKA80Mw1hqGMZSoCGQ\nG+iXfL9CZIfMZO7cVv6E3WwmqtmDN/1BVnB3h86dE9qVLViQdOh5e8GCRLzzHsFzvgfAc+qku1q+\nB51zCoR0m2SGh+Pbuhmu+/cS2bYDN5avTDK0qXMwlNOnk/45X7LEhVatPBk92g3c3Ihu/jx7vvqV\nafTGz3QDry/G8O7EsizhJfbviCYuzoTFknBPVP/hY1z+OkVEt+4Ebd6ZZmAH8N570bz6ajQ7d4Yx\nbJhOVf2XqCvZxYsJAc6gQW6sW+dKjRpxVK1qA6uV2Go1iOrwMpFvvHVfBnbJFSqUgb8djkA3ReYu\nMbOZiNf1w4P7gu+yoGRCCJE+Dw9PZs6cz8yZ85k2bQZNmzbHYrHQpcvrDBnyIb6J5kU6cGAfpUuX\niQ/snJo1ex673U5AwIHbLkelSpWTvC5QQH8bGB4eTkxMDIcO/f5/9u47vqnye+D452Ynnew9BCGA\nDBEVUHCAgiICIlMZCvwURWQKCA7ALcjXiSggslWQIVOmDAUHKOIKyJChrFK60uz7++OSpmnTUrQL\nOO/Xi1dpcpM8ub1N77nnec7hlltuzQjsQAvG6tdveMHnLlWqNJMnv82nny5j2LBRtG59J36/nxUr\nltKv34MsW7Y4x8f++OMuAG699faw2++8s22e31tRy2vmrhqwEPgYmIqWmcvsDsAELMpy+ydAR+Ba\nYDfQDtjtcDgyVmo6HI5/7Hb7VqAD8MxFjl+Ii5bXzJ3u4AGMP3yHp8UtqGXLFsbQiiWjETZuTKNL\nFxs7d+pJS8tehd53/Y14mt+MadMG9H/8jr9OtmtAIpPff9edr1hpyGiBkJOo11/GcPAA6f0fIfXl\nSdmmKtaooWWRDh0Kv335cu0P4qpVBiZM0CKMH/8qzWDew/PcBAZEf4Lv7Rl0O7yIUkudrGQGfYaX\nYMYME7UTv6Xy8g/x1baT+sKrYMj9T0XHjj46dtQC1AoVtPEcOwZNtForHD0aCjznzDFRtWqAjz9O\nv9DTFjuPP+5h9mwjtWpdOHNnNGqfL2Fr7iJw39OBQOmxWD6eiXPQk6glS+XHUIUQ+WT8+Bf/U6as\nuNHrddSpUy/j+0aNGqPT6XnvvTcxGg106dIj476UlGQqVqyc7TlKldKyXannW9v8G9YszUKD2UJV\nDZCUdA6/30+JCGv5S5UqRUJCQp5eo1Klytx/fzfuv78bAD/9tJsXX3yet9/+H61a3UlshCJ5yclJ\nAMTHl8jyuoVX7fO/yuuauzNAbYfDMQA4G+H+ekAA2J/l9uD3dTNt54jw+P1AnTyORYj/JK+ZO+v8\nOYBW+v9K16BBgD59PLjdClu3Rj4jTx/4BADWD96LeP+VzuXSiqeMHWvm1luj+PZbbT82a+YPa4GQ\nmX7vz1invau14Xh2YsQ1aMEKp3/9Ff5xfuyYtm1MjMqxYwobN+qZN08L+Go2suHq1Zc9729kM7fR\nOn0VB6nB0O96892tQ1kT2w1FVUmZ/DZhcy3zoEIF7b0sWwZz5xrx+eDIEW0s5coFiI9XmTs3PaMi\n66Vk/Hg3hw6l5qnFXihzd4F1g1YrzkFD0KUkE9e1E8rp0/99oEIIcRGGDRtF+fIVmDr1bQ5n6sMZ\nExNLQkL2FVNnzreoiYuLz3ZffoiOjkGn03H2bPYg7uzZSGFIyGefLaRdu9YRH3vttdfx8MP/h8fj\n5ngOlYqDQV3WAPLcucS8Dr/I5Sm4czgcqZmzbRHEA+kOhyPrNcrk819jM22XFOHxyYDRbrdbI9wn\nRL7KU+bO48GycB6BEiVwt+9YSCMr3oLFVdati7w4zNPmLvxVqmJevpSMjs/FjMcDPXpYmTPHeOGN\n81mbNjZ69rRlrGkDmD/fyfz5Oe+r6InPogQCpLw2BWy2iNtYLBAbq5KQkKmaqQccDu3j/ddf9Vx3\nXTQ9e9oyAspgIZVSlczcwQYeZRoJlKbilkVcvextSiQfJW34KHzNml/0+wwGm6tWwYgRFjp2tLFh\ng/a6O3em8eOPqdnWBl6OQmvuLrxt+sBBpPd+GOPePcR3aIsu0+J/IYQoaDabjREjxuDxeJgy5bWM\n26+77noOHTrA/v37wrb/8stVADRufF2BjMdisdCgQSO2bduKL1PZ7lOnTvLrr3tzfWyNGjVJTk5i\n4cJ5Ee8/evQIZrOZSpWqAKGMYdD119+Ioihs2PBl2O2XQvPyoPyaFHOhIDF4Fp3X7SIqUcKGwZBL\n1YE8KlMm5j8/h8juUtmvwZZftWpFE5dT27pXXoEzp2HYMMpUKR4lyot6/7ZtC2XKwMaNJkqVMqGL\n9Nv8QE947TXKfLUW+mQrllvkduyATZtg924DjzxiIeb8Li3ofet2wx9/QJ068PLLsHw59OgBd90V\nOWADYP162LIZ2rQhvvt9uT5/mTKQmKjPeB9HjhDWiqBiRbj9dpg/X/vebte2i4vTplx8yKP8cVN/\ntsw9An//DTExRDVqRB4SVBHHYrVq8b3BQEb1zYoVoXr1S+MzIj8E+/WazVby1OVg9kwoVwrD5MmU\nmjkV/pe39atF/blwOZN9WzBkvxas3PavxWJEUZSI23TocBcbNrTlyy+/ZOfOr7j33nsZNOhRNmxY\ny6hRQ3jyySepWLEiW7ZsYdGiT+jevTtNmmhFSEwmAwaDLuN59XodJpMh7HWsViNlysTgdmt/WaKi\nzGH3x8Ro1ZZLlIiiTJkYRo0aSd++fXn66WH06dMHl8vFu+++i8/nw2w25vg+7767NVu3dmbhwrn8\n889R2rdvT4UKFUhKSuKrr75i0aJFjBkzhpo1tfXd5ctrH9bffruFRo0a0ahRHXr16sWCBfOIjrbQ\ntGlTvvvuu4xiKnFx1mJ/DOdXcHcOsNrtdoPD4chcGSA20/3Br5H2SCzgdjgcrtxeJDHRmdvdeVKm\nTAynT//7OcIisktpv/7zjw2DQYfLlZr9qnogQNTz47B98B7+suU416s/gWLwvorL/m3d2sInnxjZ\nsCGNxo2zZ1/0HbpS4n//gwEDSEn34e7ctQhGmbPNm42AhXPn4M03XQwc6C2UfXvihAJEU7eulxYt\nXLRood2e0ww805driBk+GB2QOPpZfBcYX3y8jSNHdJw6lYqiwG+/6YAo4uJUrFaVJUucVKyosm5d\nFC1b+jl9OvRR27ixjR9/1HN9Mz+nY8qA/Xwk8h/2yUcf6Rk50sb8+Wns2aNj7VoDjzzi5fTpnNcW\nXm5cLgNgJSHBxenTF1h4FzR0DKU++BB1yVLOPj3hgq0gisvnwuVI9m3BkP1asC60f10uL6qq5rjN\no48+ydat23jllVdo0OB6oqKief/9j/jgg/d44403cDqdVKlSlaFDR9K5c7eM5/F4fPh8gYzv/f4A\nHo8v7HXS072cPp3C2bNpAKSlucPuT0nR/i4lJqZx+nQK1arZmTTpTT78cCpDhgwhNjaO++/vxtdf\nb8NgMOX6PocNe5r69RuzevUKXnzxJVJTU7DZoqhb9xomTXqLZs1uynj8zTe3YvXqNYwePZr27Tsx\ncuQYHnnkSaKi4li+fCmzZs2idu06jB79LM8//zRJSenF4hjOLcDMr+DuD7SsXA0gc+621vmvv2Xa\nrhbZ1cq0jRAF6vRphTJl1IiZJ9ubk7F98B6+2naSFn5OoErVwh9gMdamjY9PPjGybp2Bxo2zzzfz\n16pN0idLiO37ALED+5Ps9eLu/kARjFSTnKz17gv+rHfv1rJIBoPKBx+Y6N8/jyfd/9HZs3mv0Bo1\nbhS26dNQTSZSXn4dX4NGF3xMqVIqXq/CtGlGTKbQurdhw9w89pg3I0bYvTsNY5YZqV984WT7dj3N\nm+df4NW6tZ9jx+D06QD16gXo2fPCDdovNxczLTPzgzyt78CybAmGH3fhu+76AhmbEOLKNG7c+Fzv\nL1u2HOvXb81227PPTsz1cVkbii9evCLs++3bQ1U1K1SoGPZ9ULt299Ku3b0Z32/b9hUlS5Zm+vQ5\nGbd5vV4++2zhBStmKopCmzZ306bN3bluB1CxYiVmzVqQ7fG9ej1Er14Phd3eo0fnYhHYXchFNzHP\nwZdos3u6Zbm9B3AM+OX892uAG+x2e0ZTDLvdXgG45fx9QhQoVQ0Fd9kEAljmzSYQHcO5FV9KYBfB\nDTdoAcD+/Tl/dHhb3MK5FV+ims3Ypr5dWEPL5uxZaNgwmm7drKSnw+rVBr74wkCZMgEeesjL8eM6\nli0rnHKNeS3iY1q/Ftv0afjsdUhcvxXXgIF5ev6SJbXnff55C08/bWH1au19lSunhiV/zGayXdQw\nm7VgLIclfeJfMptzaGJ+Aa4eDwJg/Wh6fg9JCCEuGT/88B1Dhz7O559/yk8/7Wb79i2MGTMClyud\njh07F/XwirV8ObNxOBzH7Xb7NGC83W43AjvQmph3BPo4HI7g/K33gSeAjXa7fRzgAyaiTdd8Kz/G\nIkRu0tLA6VQoWzb7Sbbxu53ojx3F1eNB1AjldwWULq2i06mcPBk+XWzFCgONGvmpWlXbr/561+C5\n9XbM69aiO3iAQI2ahT7WH37Q43Rq1T0bNIgmOVnBZlOZPt1F5coBZs0y8tFHJh5/vODHEszcBYOw\niFSVqJcmoup0JE+ffVHtJLI+72efaem5cuUuvYqUl4sLNjHPgfe21vhq1MS8fAmpL7+OGqFUtxBC\nXO4GDRqK1Wrjs88Wcvr0KaxWKw0bXsu0abOoIhffc5VfmTuAIcArQD9gKXA90NvhcGR0ZnU4HOeA\nW4G9wIfn/+0Hbnc4HKfycSziCpSSomXlcnPqlHZ/2bLZ14uZF38GgOv+rAloEaTXawHeyZOhj47v\nv9fRv7+VDh3CUz/BKqPWHCpWFbTgFMzq1QMkJ2s/97lz07npJi0IvfbaAHv26AqlsGdepmUat2zG\n8NsvuDt1vug+gZlbKVSqFDq2I13EEIXjX03LBNDpcPd4EMXtxrxieb6PSwghLgUmk4mBA5/g00+X\nsWnTN6xatZFXXnmDmjWvLuqhFXsXnblzOByHgWxn0OcLqTx7/l9uj/8TLaMnRL566CEr336r55tv\n0jIySFmdOqUFJdlOen0+zCuW4i9bDm+LWwp6qJe0cuVUDhwIBXdLlmhZor//1nHqVCgr6u7YmcDE\nZ7HMmkHakBHa4rd85vXCe++ZePBBb7aptj/9pAV3y5c7mTLFRM2aAVq2DK0ra9LEz65denbvhtq1\n829MycmQlKRQpUpoPMFpmbll7iyfaKUs0/M4FTMzmy30vHPnptOxo42UFIVy5S7/lgPFlcmk/Uw8\nHvD7taqh113nzwj6cuO6vxtRL0/EtHI5rgeLX9VZIYQQxVd+Zu6EKDJJSbBtmwGPR2Hy5JybLgcz\ne1mDO+P336JLTMRzz71aekrkqFw5FadTITVVC64yr1vbti3TvrNaSe/bH11yEuYVywpkLB9+aOTl\nl830728Ju11V4ccf9VSrFqBCBZVJk9wMHBhePKVJEy3Q27kzf8fUubONJk2iSU4O3XahzJ1p3RrM\na1bir34VviY3XPRr1qsXOP/aXurXDzB9ejrjx7tybvUhCpzl/CF59KiOvn21zPb8+aFqNklJ8Pbb\npozZBJkFqlTFZ6+DacfXF79oTwghxBVNgjtxSTt5UmHWLCMTJ4YCOq3sfM7bQ/bgzrRea1bpubNt\nAYzy8hKc0nrypMKWLXoSEnRUrarddvx4+EeKq2cvVEXBOn9OtufJD3//rb1ecApm0OHDComJCo0b\n51wBso7dTztWYd64GiWnngT/ws8/67ONKaeCKkrSOWIGDySuV3fw+0l7+tkLlr+PpFkzP5s2pTF1\nqlZKulUrP48/XjiVQEVkdnuA8uUDLF+uVZcF2LNHO16Tk6F7dxsvvmjmo4+MER/vua0VitOJeXWo\n6lx6Onz0kVHiPSGEEDmS4O4/2rlTz7x5xrCGwaLwPP+8mdGjLcydG5rrlJaW88nxd99pJ9y1a2ea\nrub3Y172OaotCs9NLQtsrJeLYJGOU6d0LF6snZgOHqwtLPrnn/B9H6haDe8tt2nFavbvI78F1zP5\nslTaD07JzDW42ziNVbTniTX3ULLptZg2ruO//iInJYX+H2zeDfDnnzoURaV06UzP7/USf8+dWD5d\ngLdRYxLXb8V9X5d/9bqKAvXrByI3lhdFwmiExx7TDtCHH/ZgNKr88YeelBQtsAsG/5s2GcKOmyBX\nj16oVisxQwdh2LkDgAkTzIwZY+HFF3OenSCEEOLKJqcC/9Hs2UaGD7fw8ceRr746ndC/v4V162Sq\nX0HYv1+HxaLyySdOtm1LIy5OJS0t8rYeD2zcaKBq1QB2+/ngTlWxvv+uViWzaw+kHvyFVayoBSi/\n/aY1p65ePcA992jR1d9/Zw+sXb36AhD7yMPoDh74z6+fmgr/938WZswwcvSo9hEWCChhcdkPPwSD\nuwhrztLSiH56JGVfeIoESjKr3BgUZxpxPbtQ4pammFatyP6YPHC5oFGj0LrC7du1MRw+rLBrl54W\nLfxhyw7Nn3+GYZ8D1/3dOLd6A/669f7V64ria+BALz/9lMprr7m5+uoAf/yh47nnzOzapadbNy/x\n8So//aSnU6fsnzv+a+qTPHMOeL3E9eqG/o/f2btXO6aCGUAhhBAiK/kL8R8984ybmBiVKVNM2bIH\nAMuXG1ixwkivXjbuvNOGP//6BOfJjh16+ve3MHmyibVr9Tz7rJm1ay+PQFNV4fBhHdWqBWjVyo/d\nHiAqSs0xc7djh56UFIW2bX0oCijnEont15voic8SiI8n/bFBhfwOLk2NGmkH8VtvmXA6FTp39lKq\nlIrZrHLiRPaPFHf7jqT3fhjDr3sp0eY2jNu2/KfXnz3byPLlRsaOtbB5c+hYnjZNu8CyY4eeGTOM\nWK1q9syd00mJNrdinfkhvtp2Hq64ljHqK5xbsxFX567oDx4g9v/6Yvj+2zyNZeNGPW+/rWWN9+3T\n4XSGjr0dOwz8+quOxx6zAtC9e6Zpkn4/trfeQDUaSXtmPNk6i4vLgqKELobUrRvA6VSYP99E3bp+\n3nzTxW23aX80fv1VT8OGUXz/ffjvj+eOtqS8NRVdchK2t97AYNCey+e7+Km7QgghrgwS3P1HlSqp\n3H+/l5MndXz1VfagKVhJEGDPHn2u68EKwtSpJlasMPL662b69LHxwQcmJkywXPiBl4CzZxVSUhSq\nVw+lbLTgLny71FRt+uaCBdrPom1bH/h8xPbpiXnVF3ia30zi5m/w15DyunlRr14AiyUUyDVv7kdR\noHx5NWLmDr2e1DfeIvmdaSjpTqKfHvmvpz86HDrefNNMVJRKkyZ+VDX0eq+/bmbfPh0dO9pQVYV6\n9QKYs8xesyz7HMP+fbi6dCdxwzYSqjfm1ClwXtOElGkzSfpsGfj9xAx7Ik817Hv21NZNHTyoZBTG\niIlRmTpV668wbJiFXbv0tG3r4/77Q1d/TGtWYTjwJ65uPQlUqvyv9oW4tLRpE/r5Dx/uwWCACRNC\ni+dOnNAxbpyFQJZks7tLd3xX1cC8ZiUWXyrwL9orCCGEuGJIcJcPHnhAuyK/YIGR48eVjOzciRNK\nePVA4NgxbZcfPqwUeH8tVYUfftBRqVKAOXOcDBminUhEyjBeig4f1k6mq1cPnQ1FRRGWPQEtwH3/\nfRNLlxqJiVFp1sxP1CsvYNr5De72HUlaslJOsC+CyQQNG4YyYtdeq/2/YsUAp04peHOo4+Hu/gDu\nezth2OfAuOPrf/Xa06YZSUpSeOUVF8uXOxkzxs3ChU7atfOSlqYwZEjowkXPnuED0f11GNuU11F1\nOtLGPgcWCxUqaEFmsNCO9+aWuPr0w7DPgeWzhbmOJfPv0ebNhozefy+95OK++3xUqRLIWPt3zz3e\nsCKslvmzAUh/VLLFV4p27UIHzF13af+vUEGlc+fQcfrTT3qWLs3SoUhRcHfpjuJ00viQVnU269pW\nIYQQIkiCu3zQqFGAunX9rFxppHHjaB5/XDvBXLrUQCCgnYi+9ppWxe74cYWVKw00bRrFK68U7KL4\nQ4cUEhJ0NG3q5667/Iwb5+Hqq/05rkm71Bw8qB2+4cGdVqY/8/TXzFe5W7f2YTl5BOu7b+K7qgYp\nb70nrQ/+hQEDQiekwXL7tWoFUFVtfVlOXA/1B8Dy8Yx/9boHDujQ6VTuu8+HyaRlQFq39tOwoXYM\n7Nqlp0kTP3/+mULv3qEx6o4dJf6eO9Ef+QvnyDEEKlcBoEIF7XGZT5adI0ahGo1Y33sr1xRJ5l5/\nX3xhCKvEqtdDv36hxwbHB6D7529MmzfibXL9RTcrF5cuiwU2b05jy5a0sIxy5gb0er3KSy+Zs134\nc3XpDsBDCVO4hS0knvbjdBbGqIUQQlxqJLjLB4oSyt4BLF1qZOdOPYsXGzEYVDp18lG5snZyt3Kl\ngccft6CqStjJYUHYvl27AnzDDaFIJz4ezp1TCry65+HDOWdwQDuZ/uILQ84b5EGw2lzmLFJUlPY1\n84lPamroxP32231YFs5DUVWcQ0eixsT+pzFcqTp29PHMM27mzg3t6LZttWzEl1/m/HP1Nm2Or05d\nzKtWoJw6ddGve/iwjsqV1WzTLTMK5ABjx7qJjQ11FDDs3UPswP7oT50k9bkXcI4ck7FtMHOXea1g\noHwFXA/2wXDgT6JHD9fm9Ubw22+hx+zYYeDzz7X3HWyz8eCDXmw2FatVDavOav5sIUoggKtHr4t+\n/+LSds01AerWDZ93mTm4e+QRL8eO6bDboxk8OJSFDlxVg5QWbWig7mULt3GAmgQmvUtYM0UhhBAC\nCe7yTeb1NADvvWdi7149rVv7KVVKpVIl7Q/4ypVGPB7Q6dSMhtoFZcMGLfhp3To0thIlVHw+Jafz\n1Xxx8KBC06ZR3HGHLWKWMDEROnWyMWCAlZ9/zvshuGuXjkmTTJw5o+23b7/VY7GoYVmRqChtP2cu\nqhJc51i+fIB7bkvC+vFMAtExuO/t9G/enkALnJ580kPbtqHAukULPyaTyo4duWRCFYX0vv1QvF4s\nC+de1GumpWlBWOZMbVCDBn4URaVlSx8tW2pjUpLOEdelIyVat8T43U7cbe8mfdCTYY8rX147XrJO\nc0t7Zjy+q2thnT+Hkjdfj2n92myvefiwduxOmOBCr1fZv19738HgLj4epk518dZbLgzn413T2tXY\n3pqCarXivu/+i3r/4vJUsmQouGvfXrsi5nIpfPppeJGdJb0+oT8z+Eg/gFIkcNV7Y6FKFWyvviCL\n8IQQQmSQ4C6flC6t8s476bzxhgujUc3IXnTpov2xDmbuAF5+2U3FigUb3Pl8sHWrgdq1/WEFR4JN\nlINNlfOby6VlLlVV4fff9bzzjinsfq8X+ve3cuiQduhl7gV2IW+8YWbSJDM33RTFu+8a+e03HY0b\n+8OyONHRweAudNuJEzosRh9/TJxLtQfaoDtzmvRHHyesLr34z6xWrQdecHpiTtxde6DabFg/nnlR\nC0D/+ks7Zq66KntwV7WqyvLl6cyceX4+m6oS8/j/Ydq6GU+LW0hauJjk2QuzNQgPTcsM/yhUY+NI\n3LCNtOGj0CWcIbbvAxi3bw3bJniRoUULP336aL/ner0alolp185Hp07ae7S++xZxfXqg+H0kv/sh\namxcnt+7uHxlPl4y/x9Cvx6qCnMXxfAR/dnZ7z2qcJSv2k4Em42oKZOIHdCXbJVYhBBCXJEkuMtH\n3bv76N3bS7NmoWxGsEJabCz07u1h3Dg3/fp5KVNGC+4KanrkiRMKTqdC/frhf/ALMrhLT4fOnW28\n9loo2po6NZRpA3jlFRPbtxto0kTbR7mtz8rq2DEFk0nF54OJEy0EAgq33RZe6j7Ypi5z5u6fv2Ge\n8WHiHnkI/e+/4urcFeegIf/mLYoLyMtxrcbG4erxIPrjx7BOfSfPlTOPHtV+plWrRt6+WTM/8fHa\n/82LPsG8/ks8t9xO0qLleFq3IVKH79C0zAi/DzYbzjHPaBU0FYXYfr3CGrEHL86UKaMyapSH2FiV\nypXViEs4dX8fJ+qF5/BXrETiyvV47u2Yp/csLn82W/aLb0FJSdox9s47JjZuNBATo3LvvT4SKcmn\nV42G/fvxtLgF89pVxLe9HeOm9RddibagC3sJIYQoXBLcFYD//U/rXzR+vAurNXT7G2+4GTJEmz5T\npoyKx6NkWzJh+PknLHNm/etS8UHBkvQVKxZOcBcIwKBBlozm0QBDh7pxuRQ++ig0vWjtWgOxsSqL\nFjmJjVX56ae8H4LHj+uoWTPAqlWhdV4dOoQv7Ms6LdPjgR4n3+Z+5zy81zbm7De7SJk2U7J2BaRs\n2QAej0JSUu7bOR8bTCA2jugXnyeuWyd0x4+RlAQpKTk/5uzZYDCVe4ZC7/iDmFHDCUTHkDL5zVwL\n5pQtq6IokZuvB3lvakHKG2+jO3eOuO73oTt2FAhl7kqW1LJ1K1c6mT078pmyefGn2jrP4aPwN2iY\n6/jFlSXz34i4LMncpCTtM2zaNCOKojJ3bjo1amjH/5EjCi+/Hc2TFT7F1akzxj0/Et/jfmxvXLm4\nDQAAIABJREFUTs7za+/dq+Oqq6L55JP/tv5ZCCFE8SHBXQGoWlXls8/SefzxnCuKBE9QT50K/xFY\n5s8hZuQQjN9s/09j+Ptv7XmDa/2C4uMLJrh74QXOVwsNZdKGDPEQH68ya5YRp1MrcnLwoI5rrvET\nHa1Nrzt+XJenODYlBVJSFCpVUqlbN8BTT7l56CEPNWuGP/jq5N2MZBJV508ieuggPNe1Zoo6nCRb\neZJnzCFQo2a+vm8RrkwZ7eeR9bgO+ucfBZcLAtWqk7hlB+7Wd2Laspm4zu25oZaPunVzDrqDwV3W\n7EaQfp+DqBfHE9+5PYozjZS3phKoflWu4zUaoVy57NMys3L3eJC0p59Ff+woJW9oSFyndtyz702q\nxyZgOj/zuE6dAPXqRQg809Kwfvg+qs2Gu+N9ub6OuPI0b+5n9Gg3GzemZUsunzun8NVXes6c0fHI\nI15uuslPmTIqNpvKkSM6xo2DDxaV558pH3N28zf4K1TE9sZr6A/+mafX/vVXHYGAwqRJ5lwLYAkh\nhLh0SHBXRIInwVnX3bm69gAg6tmn0f19/F8/fzATEZx2FlRQmbvFi7XpRZ984uSJJ9yMHesmKgoe\nfthDQoKOTz814nBoJxLBE+Dy5VXS07NnLyM5flw7VIOZyKee8vD666EGwDid2F6eyGMzbmISo7j2\ns/FYF8yl2qkf2GVpTvIXqwhUrZav71lkl9NxDbB9u57rr4/imWe0abuBSpVJXrAY5+BhGA4dZBmd\nqOD5K8cS7+fOac8ZnHqZmXXau5S4pSm2t6dAejqpz07M89THSpW0aZkXusjgHDqSlElv4mvcBOOO\nrxlz6im2Om/AtGZVrpn2qJfGoz91EufAQahxEQYvrmiKAiNGeGjQIPuFgaQkhS1btKza3Xf7Mrav\nUiXAkSOhP99//qnDf019Ul98DcXjIXrMyIxj0ueDv/6K/HkfzD4fPapj+XLJ3gkhxOVAgrsiktNJ\nsO/6G0l/sA/GX36mxB0tMW796l89fzATkXVaZrAyW0JC/gZ3f/+tnXCUKAHPPedh6FBt+mn//l7M\nZpX339eqhwIZwV25ctrXk0d96A4eQP/7byi7dmOaN5f4O2/F9uZkjDu/QUlNyQhWs2YizUsWEX/n\nrZS+ujJRb04mqfRVPMB8lvZfQpdrfsGGE+/mdVga1srX9ysiC2XutJ/X4cMK69frOXBAoV8/K16v\nklFMBwBFIW3c86S2bsetbOUnruXc+4sjFocIXpDImrmzfDSd6OfGEihbjuQPZ5Hw65+kDx6a5zFX\nrgxut0Ji4gU2VBRcfftxbvUGTu/Zz6uMporvEHF9exJ33z1Y5s9BSQ7NR1VSU7B+OBXbjA/w1amL\nc/DwPI9JCAgGd3psNjVjnTJos0OSk0Of4Q6H9jvlad8BT6s7MH21CfOyzwF4/30TN9wQzdq12acn\nB7PhoK3rK+gWOUIIIQqeXKorIsEgK/Mf16DUKe/gq9+Q6OeeJq53d85+s4tApcoX9fzHj0fO3EUK\nKk+fVhgxwszIkZ6wtgJ5lZ4OZ89C/frZzwzKltX6/H36qTGjtHe9etpJSrUSSUznaW68ZxHG9Ozp\nO+OeHwFQrVZKt3kRI0+EgtVAANubk4l69UVUkwnftdfhvakF228cwcJeFUk+4WXVr0Zuu81HzZoy\n36iwBNsATJliYt48I9u2hX/EKIoaVmAHAJ2O3ybMY+bGz3iHwTR6rR++LyaT8vqb+Jo2y9gsW3AX\nCGBat5boZ0YTKF2ac1+sveA0zEgqVdK+/vOPjpIl83b8n9GX42le5a9bH+AtdSimrZsxfbOdqJcm\nkDZ6HKbNGzGtX4vi9RKIjiH5o3mhJoxC5NEff+jYt09P69a+sKrAVauGH6f795+/YKIopLw8iZK3\nNSdm2BPoTp1k9WePAWamTTNx113ha0ITErTHNWniZ9cuPRs26LnzzvAiVUIIIS4tkrkrIsHgLuL0\nSEXB1f8RUia/hZKeTtTEZy/quT0erQdcXJyaEcwFRQruXhiRTrO1L+J5YCCGH3dd5Dsho/R9sGdY\nVsHqod9/r0dRVK3htKryfyvvZwAzSbfEkd79AdbWGMgbDOcV3VjOLllN8tTpOB8bjGqx0Hr5CA5T\nnd7/a0Z8qxaUvO4aol59EX/lKiRu+ppzqzeQ9sx4qjbUmpKvWqUFkj17SmBXmOrX92M2qzgc+myB\n3cCBHqpVUyNe0EhINvEhj1KX31kS2we94w/iHuqJcuZMxjbBaZklDMlEDx9Mqfq1iOvTA/R6kqfP\n/leBHYSCu4gVMyNwOmHUKO1M29DATtLi5ST8sJe04aNQziUS89RQzKtX4K9dh7QRozm3/iv8V0vm\nWFy8FSu036Fbbw1vGZJjcAcEatQkecZsQCH62afZdLAGkxhJqd2bsj1/cAbHqFHaFPdgCx8hhBCX\nLgnuikiuwd157u4P4G18HZaln2Pc+U2en3vlSgOnT+vo0cObbYF+yZIqer2KcuwYphXLsb75BpPX\nNuZ5JnL3qXmUaHs7sb26Ydi754Kv43DoWLjQwIkT2osEe4Zl1bBh6Epw9eoq0dFgWvkFVQ5sYxXt\nKJF4iGcqfcTdB99nJG8wNvASJ+wtcXfpTtqEl0jc+i1LqzyBCQ/RJw+h/+switeLq1tPEtduxl/b\nnvH85cqpGaXF4+LUjHUqonBcdZXKvn2pHDqUki0LNmqUm1KltOAu6/Sv4EnmQWpyf/JsPmnyKrqE\nBGJGD8+Yonn2rEIt2zFK9+yAdd5sVL0eV9cenFuyEu/NLf/1mDNn7i7k1CmFzp1trFpl5OabfTz5\npDb9OFC1Gs4xz5C4/TtSxz1P8rSZJG7ajnP0OPw1JbATeTd5sivj//v3a1Mpb701PJuWtR1IsAdk\nkKfN3STs+oW0kWMAGMkbfOFqi2nCRPSOPzJ+pxISFIxGlTp1tO9TUwuu96oQQojCIcFdEQlOLYuU\nxcig05H60usARI0dRV7LmQVbDzz8sCfbfXolwFvmp1i+pyZx/XsT/fIEynCK55jAY5WX4W3aHPO6\ntcTf3Rr9PkeurzN6tJkhQ6x88412ApJT5i544gBQr64Py8wPiH30YQJ6A6N5jQB6pkwxU7p0gHbt\ntPeYOYsSKFeeEYa3qFPqFGcPHSfhwDESfv2TlHc/QC1bNuy1FAVq1tRe7777vFgsF9pbIr9ZrdoM\nxNKltePBaFTZsCGN6GitSbPXq/DQQxa2b9dnHNLB34PXXnNRt66fXt8P51StZphXLCP+rtuxvj2F\ne45P50vP7Rh378LVrSdnf/yNlPc+xHdD0/803lBwl/Pvoqpq2e6OHW3s3q2nWzcvn36anq24i7/G\n1aQPGYG7c9dsDdOFyIs+fbx8801qxvdlywbCPkMhe+bur7+yVx1WS5XCOWos7eodpDdzOEE54t6b\nTMmWN1KqTnXMC+eRkKBQsqRKdHR4CxkhhBCXLgnuikhua+4y811/I64eD2L85Wdi+/TQCqxkKjax\nZ4+Oxx6zMHq0Nk1s714d331noFUrHzVqZA+2bFNeZ5DzDQ4oV5P63AtsfPIzanKAF3iO2QkdSFy+\nluR3pmkV18aNyrEK4KlTCjt2aEHd+vXaVJ5y5SJvazRqWZtrr/XzmmEcMU8/hRofz7lPl9F8QG0A\n9HqV6dNdXHed9t527w4t/vd4tJ5OwaDtQux2bTuZklm0DOdneLVs6c9Yyxk87tesMdK5sy3juA1m\n7ipWDDBtmgudQcf9yhJcnbti/OlHol8cz2vnHuMq3584Bw0h5Z1poRf4j4LBXW697hYvNnDNNdEc\nOKBlxN95x5XRAkGI/FatWuiz9Lrr/NmuE1SrFv5ZmJam5Fgk63hSDPPojR0H3w94R6vIrELM8MHc\nd/hNSpf0Y7MFnydf34YQQogiIMFdEYmK0jIaeWlJkPLyJLw3NMW8cT3xXToQf3crcDoZPtzMnXdG\n8fnnRmbNMpGaCrNmaVm7fv2yZ+10R/7C9sZrnDBXpbn6DQn9hrDa0IFjVCE6WmtLcPKUDne3nlrF\ntS2bMa38IuKYVq82oKra2Hft0gKxYKYmkpEjPaxfcIR6X76Dv0pVEjdsw3/LLbz8spsDB1L4+us0\nbr7ZT/nywVYHFrZt03PypEKXLlb8fiXPxV6eecbNggVOGje++OIwIv8EYy9fppmxWStdzptnYudO\nPV9/rW1cqpTWx/COO3xs31eB74fO4uyOXeybsogBTGdok82kPTcxX7Ni1atDTIzK558b+e47XaRC\nnWzaFAokBw70SFJOFCijER59VPsMjzS1PDY21LPUZNK+Hj4c+aAMXkBMJo7NtQaQ8t6HJC1czDl9\nKaYwgvWHahP74rM0M+8mNaUg3o0QQojCJMFdEVEULYvx118KbvcFNo6O5tzKdSR+8SXuO9ti/HE3\n/pHPMW+eiVq1/Nx8s/bHf9gwC/PnG6lYMUDr1uFrNHTHjhL99EgUv59FjcaTQGkOH9ZlLNi/5x7t\nOY4fV0BRSH3pNVSTSXvMuVCN+J079XTtamXOHGO2YcbE5F5H2zp3ForbTfrAQQQqVsr0ODKyjJmr\ne27bpufFF83s3KmNceDA7AFrJBUrqtxxh1R8K2pdumiZ0/btQyenKedPHmNjVdasSUNRVDp0sLFx\no/YzDl4g6NBBe8xXX+nx16zFpN86MJMB2Ps3zffpjlYrfPhhOl4vtG8fRfnyMSxcGJ4VDCaw+/f3\nRG5ULkQ+Gz/ezeLFTnr0iLxuODg1M3jRK3iRLTOvF5KTlYwA8OhR7XfHd/2NtK+2h4/pSxn9WWzv\nvcUOdxM+2NcK5fTpgng7QgghCokEd0XIaNRKUTdrFsXu3Rf4USgKvmbNSZ4xB1+dupRf/CF3s5rB\ngz3cfrsWyCxfbkRVFRo39qM//3deSUggetQwSja9FvP6L/E2vJYzrboA0KePlf379fTv76FWLe0E\nIViR0F+zFs6RY9CfOknMsMEoCQkAPPGEhS1bDPzyi54mTfxhRTNyDe68XiyzZhCIjsHV48EcN6tU\nKZDpIQpr12on2YsXO7MVERDF26OPetm4MY2+fUPTY0uV0n6GrVr5aNIkEHbf8OHujOlowePx2DEd\n587BggXaRYuOHQumQE7r1n7eeCNUyGLZsvCLF8GKsBMmXOhKjBD5Q6+HW27JPiUzKBjcdevmJSZG\n5dVXzRnZO6dTy5gHs3aNGmnbZi68ciC5LBOqf0Ti73+SNGs+Wyx3cmP6NmJGDM5xOr4QQojiT4K7\nInTsmLb7jx/Xce+9Nvr2tdCihY3ff8/lx2K1kjx1Bh7FxCwe5t7rjmRbXB9cc4aqEvt/fbF+PJNA\npcokv/0+59Zuok177fmPHNHRrJmPiRPdGVN8Mq8BdA4agvfaxphXfUGpJvWxvfoCJeJDr9W+vTes\noERuwZ15xTL0J/7B9WBv1JjYHLerUUPlqae0E+jlyw0kJSn83/95uOUWycRdahQFGjQIhJ2cDhvm\n4fnnXfzvf1ogNW6cmwYN/IwY4WbMmNB0x2Cz+mPHFObMMeF0aseBMXvCON888ICPqVO1PmBZaxed\nPKlQqlRA1tmJYiN4AeTaa/28+qqLtDStkuuSJQaqV4/hkUcsHDqkfdbXratdiPvxRz2qqsVuZ88q\n2sUWiwXPPfcy6KpVbNXfjnntaqJeeL4o35oQQoj/QIK7IjR8uJvKlQPMnJlOXJzKmjVG9u3Ts3x5\n7oUi9tsa8pT6OuU4RdW213PftHvpy8cZ9weDO+u7b2HavhX3HW04+80u3D0eBIOB2rUDNGzop1Kl\nANOnuzAaQ2uhgpk7AIxGzi1bQ+qLrxKIiyNqyiQe9M/JuLt9e19GUAgQHZ3DgAMBrO+/i6oopPd/\n9IL75bHHtOmXweA387Q+cWmz2WDQIG9GP++4ONi40cno0eFTbkuVUrFYVA4d0jFjhpHoaJXevQu+\nQE6XLj5Klw5w/Hj4R+PJk7qMBu1CFAePP+7h88+1rFyXLj46dfJy7JiOgQOtAKxcacwoWNSunY/m\nzf0cO6bjyBGF1FRtZkSwwBGALVpHNz7Fd3UtbO++SYlbmxP99Eh0hw4WyfsTQgjx70hwV4TGjPGw\na1ca997rY8MGZ8bauT/+yPnHkpCg0KpVFG/zJOtvm0CgYkVK797IxzzMMKZQn700Pb6UqGfHEP3C\nc/grViJ18lvZKgsuW+Zk27a0jAqXObZmsNlIf+Rxzq1aj2qLYoBjNCVJyJhCFxsbOjmImFXx+bC9\n/hLGPT/i7tQ5T42mo6MhKkp73tKlA9x4o2TtrjSKomXvfv9dz4kTOvr08RKbc8I3X1WqpHLsmMKD\nD1qZOtWI0wkpKUqO1WCFKApxcdC5s/a7oijw+uuujB6fQb//rqdPHw+tWvm56Sbtc3TTJkNGZc3M\nwV1UlMpJfxlOz12K5/bW6A8dwDrzQ+K7dgxbdy2EEKJ4k+CuiAWnoVWsqLJkSTqlSwf4+efsC+PP\nntWKS7zwgjZF7fbb/dScOYzEr3/g7NZvcVtimcII9tKQRhMfxPbBVAIlS5L0yZKw4iVB0dHhmbaI\nmbtMApWrkDZqLCV8Z1hq7MaYockAYZm7rPS//kJ829uJmjKJQJmypI1/Ka+7JeNE+u67fRnrB8WV\npWJFLQNdoUKAESMKb61bxYoBvF6F9esNvPKKmT17tANQgjtRnMXHw4oVzrDbatQIZKwTbd/eh8mk\n8v77Jk6fjhzcASSXqErSp0s5s/8ozsHD0B/5i5jBA2UdnhBCXCIkuCtGFEWrfBYsIhHk80Hr1lF0\n62ZjwQITMTEq06enExOj3e+vU5fU7V+TNmwk6X37k/rMBM59upSz3+3BX6dunl47+Ec+t9YM6Y88\nxipTR27xbiJ6zAh0fx8Py9yFvZczZ4jrfh/GvXtw9XiQs1u/JVChYt52BFCunHZiL1Myr1xXX60d\nA6++6s441gtDcL0fgNutMHy4BYDq1aVKpijeMvcCrVw5wPTp6RlToCtUUHngAS+HD+uYOVNbPBos\ncARkbJeaev5vgNlM2tjn8LS8FfOXazBu21Io70EIIcR/kz9dgEW+ueoq7Y/z0aM64s8XL9mxQ8/x\n4zpatvTRrZuX66/3Z5uiFqhaDefTz/3r1w1m4HIL7lS9gZ6+eey1NKHagrlYF8xlXOXbWMYykokD\nQEk6h2nzRmyvvYT+1ElSn5lA+pPDLno8HTr4sFqhRQuZknmlGj3azX33+WjWrHCPgcwnyDqdyoED\n2jUwmR4sirtgM3KArVvTsq2DfvJJD/PnG1myRJtDHylzl5amAOdv1+tJe24ipjtvxfbWGyTdclsB\njl4IIUR+kMxdMVO5cii4C1q1SovBhw710L27j5o18396jNUKVmvuTdVTUiAlEM3I5ltJeWUy3hub\nUfvYV3zMQ/RhNvH33Ekpe3ViH3kY/cEDOAcNIf2JIf9qPP37e/nkk/QCrY4oireSJSn0wA60Ng1B\ngwZphV50OpXGjSW4E8Xf00+76drVG7HAVeXKKj16ZG9NApmDu/DH+Bo1xnPr7Zi2bcG4fWuBjFkI\nIUT+kcxdMVOlSqgEfNAvv+jQ61WaNi3Yk8v4+NyDu2CxFUO5krj6P4Krbz9Sb7qP+w4v4z6Woe7S\n4WtyA57bW+O+txN+e50CHa8QBeGqq0InvCNGeNi2zUCpUmrO1WCFKEaGDfPkev+QIR7WrTPQqFEg\n7EJGcFqmlrkL5xwxGtOWzcT16EzqxFdwPTyAHBvwCSGEKFIS3BUzWTN3Ph/8+aeOqlXVAu+xVb68\nyq+/6vB6I1e+DBZbySiiYjCwpOts7JMGkUQcd307hkC16gU7SCEKwVdfpZGQoGCzwZo1TnQyx0Fc\nJqpWVdm7Ny3b7cHP9UcesTJpkosOHUKBn7fZTSQtWETME48SM2YESmoK6U8OL7QxCyGEyDs5ZSlm\nKlcOZe5SU6FatWjOntWFrQMqKNdc48fjUdi3L/JhESyfXbp0KLPhiivHvaykF/MlsBOXjXr1ArRs\nqWXK9XpJUojLX5s2WjCXmKgwYIA12/2eO9qSuOlrVIsFy5LFhT08IYQQeSTBXTFTpoxKdLTKjh16\nvvjCgNernVUGq0cWpAYNtNfYuzfyYREsn126dGgsN9ygnQD37l3AgxNCCFFgqlRRue223KsTBypW\nwntDU/S//4qSeLaQRiaEEOJiSHBXzCgKjBvn5uxZHSNGWDJur1at4HsMNWigBWp790ZuLHfmjBbc\nZV6E37hxgG+/TWXGjAIfnhBCiAI0fXo6tWppfwfOnoXJk03ZLvZ5m9+MoqoYd3xTFEMUQghxARLc\nFUP9+nnp3duD368FU6NHuxk4MPdF8vmhXr0AOp2aY+buzBnt9szTMkErQFHQ6wGFEEIUrLg4uPlm\nLbh7+GErr79uZurU8A93700tADB+s63QxyeEEOLCpKBKMaQo8Morbv7+W0damlaxrzDYbFCrVoBf\nftETCJCtiEQwc5c1uBNCCHF5CFZs3rFDOz3455/wBafe665HNZsxfvN1oY9NCCHEhUnmrpgymWDB\ngnSWL08v1NetXz9AaqrC4cPZK0hIcCeEEJe3atW0NdXlyweIi1P5558spwkWC94mN2D4dS9KQkIR\njFAIIURuJLgrxhSl8Kv0NWyY87q7M2cUbDY1ox+SEEKIy0urVj769vXwySfpVKsW4MQJBTXL9TxP\n6zYoqopp/dqiGaQQQogcSXAnwgQrZv78c/ZD48wZRbJ2QghxGYuOhkmT3NSrF6BCBZX0dIWkpPBt\nPO3uAcC8emURjFAIIURuJLgTYerXj5y5O35c4Z9/FKpUKfiWDEIIIYpesAVP1qmZ/pq18NW2Y9qy\nCZzOohiaEEKIHEhwJ8LEx0PVqgG++sqAwxE6PObONaKqCl265N4HSQghxOWhQgVtpkbWoioAnrvb\no6SnY163prCHJYQQIhcS3IlsmjbVsnfDh2t99o4cUXj/fROlSwfo2NFblEMTQghRSCpU0DJ3J09m\nD+5cne5H1emIHjYY45bNhT00IYQQOZDgTmQzaZIL0P6gqyqMHWshPV1h/Hg30dFFPDghhBCFonz5\nYOYu+6mC/5r6JE+fjeL1EPdAFymuIoQQxYQEdyIbmw3q1fOTmKiwapWBdesMtGzpo2tXmZIphBBX\nitymZQJ47u1I0qdLQVGImvgc2cpqCiGEKHQS3ImISpVSSUlRGDHCgsmk8tprrkJvyyCEEKLoBKdl\nnjiR86mC9+aWuO9uj8HxB4bdPxTW0IQQQuRAgjsRUcmS2hXYxESFsWPdXH21XJEVQogrSVwcWCxq\njpm7IHfnrgCYNqwrjGEJIYTIhQR3IqISJULBnFTIFEKIK4+iaOvuLhTceZvfhKooGHd+U0gjE0II\nkRMJ7kREwcwdQJkykrUTQogrUYUKAc6cUfDmUihZjS+Bv159jLu+B5er8AYnhBAiGwnuRESZgztZ\nayeEEFemChVUVFXh1Knc/xB4WtyC4nJh3PF1IY1MCCFEJBLciYik6JkQQohQO4QLBHdt7gLAtOHL\nAh+TEEKInElwJyIymbSv5csHinYgQgghikzwb0BuFTMBvE2bE4iKxrR5Y2EMSwghRA4MRT0AUTw9\n+KCXgwd19OvnKeqhCCGEKCLBXncnTlxgfr7JhK/JDZi2bkZJPItaomQhjE4IIURWkrkTEZlM8MIL\nbq66SuZnCiHElSqv0zIBvNffAKAVVhFCCFEkJLgTQgghRETBaZnvvGPmiy8MJCfnvK33xqYAmD9f\nVBhDE0IIEYEEd0IIIYSIKJi5AxgwwEqdOtHMmWOMuK235W14GzXG8vlnmJd9XlhDFEIIkYkEd0II\nIYSIyGyGsWPdDBniZvBgNz6fwvbt+sgbG42kTJuBarMRPXIouiN/Fe5ghRBCSHAnhBBCiJwNHeph\n3DgPQ4ZoBbaczpzX3/lr1iL15UnokpOImvhcYQ1RCCHEeRLcCSGEEOKCrFbta3p67tu5evbCV9uO\ned0alNSUgh+YEEKIDBLcCSGEEOKCjEYwGtVcM3cAKArujp1RXC5MX64pnMEJIYQAJLgTQgghRB5Z\nrRfO3AG4O3YGwLx8SQGPSAghRGYS3AkhhBAiT6xWlfT0C/e889e246t7DaZNG1CSkwphZEIIIUCC\nOyGEEELkUV4zdwDuTp1RPB5Ma1YV7KCEEEJkkOBOCCGEEHlis+Utcwfg7ngfIFMzhRCiMElwJ4QQ\nQog8sVrB6czbtv4aV+Nt0AjTV5tQziYU6LiEEEJoJLgTQgghRJ7YbCper4LXm7ft3fd1QfH5MC9Z\nVLADE0IIAUhwJ4QQQog8Cva6c7lCtx0/rjBwoIWTJ7NP13Tf35VAVDTRLzyP4eefCmmUQghx5ZLg\nTgghhBB5YrOpAGG97nr0sLJkiZH33zdl2z5QoSIp788Al4vYPj1RTp4stLEKIcSVSII7IYQQQuRJ\nMHN36pTCo49aGDDAgsOhB2D2bCPz5xuzPcZzVzvSxo1H//dxop8bU5jDFUKIK44Ed0IIIYTIE6tV\ny9zNm2dk6VIjX3wRCubS0hSGDbNEfFz64KH4q1bHtHED+HyFMlYhhLgSSXAnhBBCiDwJZu4WLdKC\nuo0b0/jgg/DGd6oW/5Gerq3HA0BR8NzWCl1yEoafdhfWcIUQ4oojwZ0QQggh8iSYuUtNVWjSxE+D\nBgGaNPGHbZOcrH3t3dtK48bRGYVWPK3uAMC8YnnhDVgIIa4wEtwJIYQQIk+CBVUA7rlH64cQG6uG\nbXPihHZqsXWrAYADB7TvPa3vJFCyJJZFC8HjKYzhCiHEFUeCOyGEEELkSXBaJkD79trauZiY8G3+\n+Se8D97Ro+enZprNuLp0R3fmDKZ1awt4pEIIcWWS4E4IIYQQedKsmZ9rr/XzzjvpVK+uZez0+vBt\nTpxQ2LcvdHpx+HDo/64H+gBgmT+74AcrhBBXIENRD0AIIYQQl4Zrrgmwbp0z121efNFXi2kMAAAg\nAElEQVRMenqoD95ff4WCO3+9a/A2uQHTpg3oD+zHX7NWgY1VCCGuRPke3Nnt9rbAeOAaIAlYA4x1\nOBxnzt+vACOBgUAl4E/gdYfDMSe/xyKEEEKIwuXzgaJA+/ZeVq40cuhQ+CQh52NPEDegLzGDHiFp\n7meoZcoU0UiFEOLyk6/TMu12+23AauAs0BV4FugArLLb7cFmOC+f//cR0An4Hphtt9t75edYhBBC\nCFG4Vq5M448/0vjzz1Q++shFgwZ+9u7VkZoa2sZzTwdcXXtg3L2LEu1aoz+wv+gGLIQQl5n8XnM3\nADgHdHY4HF86HI6PgaHAjUBzu91eERgOvOhwOF5yOBxrHQ7Hw8By4GW73S5rAIUQQohLlCVLD/M7\n7/Th8Shs3pxpopBeT8q7H5A2fBT6vw4T17UTyunThTtQIYS4TOV3MGUFXA6Hw53ptoTzX0sBdwAm\nYFGWx30CVAGuzefxCCGEEKKANWqk9bqrUCG8LULbtlpFzQ0bsqwCURScY54hbcwz6I8dJWbYoFD3\ncyGEEP9afgd37wCl7Xb7y3a7vZTdbq+LNgXzOLABqAcEgKxzMILf183n8QghhBCigC1d6mTXrlTK\nlAkP0Bo2DFCyZIAtW/QRYzfn0JF4Wt6Ked1ajNu3FtJohRDi8pWvwZ3D4fgKeB4YA5wBfkPLyN3p\ncDhSgHgg3eFweLM8NPn819j8HI8QQgghCl50NFSpkj160+uhZUs/f/+t488/I5xy6HSkjX4GAOtH\n0wt6mEIIcdnL12qZdrv9HWAQ8BawAm0q5lhgg91uv50LB5O5zskoUcKGwaDPbZM8KVMm5sIbiYsm\n+7Vgyf4tOLJvC4bs14J3Kezje++F5cth164obropwgbtWkPjxpjXrKSM6xxUqVLoY4zkUti3lyLZ\nrwVL9m/BuhT2b74Fd+eLpQwCpjkcjmGZbt+ANu3yJeAQYLXb7QaHw+HL9PBgxu5cbq+RmJh7b528\nKFMmhtOnU/7z84hwsl8LluzfgiP7tmDIfi14l8o+vu46BYhm5UofPXqkR9zG0ncAMUMH4e43gJT3\nZ6DGxRfuILO4VPbtpUb2a8GS/VuwitP+zS3IzM9pmdUABdiW+UaHw5EI7AHqA3+cf80aWR4b7GL6\nWz6ORwghhBBFrHJllauv9vP113o8nsjbuDp3xdPiFswb1lGidUv0e38u3EEKIcRlIj+Du/2AD2iZ\n+Ua73R4LNAAOAF+iFVTpluWxPYBjwC/5OB4hhBBCFAO33uonLU1h164cllZYLCR9toy04aPQHT1C\n7OCBhTtAIYS4TOTbtEyHw3HGbrdPBkbb7XYvWu+6UsAoIAaY4HA4jtvt9mnA+PNNzXcA3YGOQB+H\nwxHIr/EIIYQQoni47TYfM2eaWLXKQMmSKh4PXH11AKs100YGA84xz2D443fMq1eg/2Uv/voNimzM\nQghxKcrvVghjgceBVsAa4E3gKNDE4XB8f36bIcArQD9gKXA90NvhcMzN57EIIYQQohho3lzrg/fh\nhyZatoyidesonn/eHHFbV/cHALBNe7fQxieEEJcLRb2EmoaePp3ynwdbnBZDXk5kvxYs2b8FR/Zt\nwZD9WvAutX1cs2Y0KSlKxvcxMSp796Zis2XZMBCgRKsW6H//lcTt3+OvVbtwB8qlt28vFbJfC5bs\n34JVnPZvmTIxSk735XfmTgghhBAim3LlwldepKQorFkTYXWITkfaiNEoqor1g6mFNDohhLg8SHAn\nhBBCiAJXrlz2yTcLFhhZutSAM0unI0+79virVceyYA6GH74rpBEKIcSlT4I7IYQQQhS4uLhQcFe2\nbIDrr/ezbZuBRx+18uqrWdbf6fWkvP4/FJ+P+HvbEv30SJRziYU8YiGEuPRIcCeEEEKIQlOuXICd\nO9Po0cObcds332RvkeC9vTVJCxfjr1Yd68wPie3fpzCHKYQQlyQJ7oQQQghR4IL122JjVaKjoWNH\nb0Y278gRHYEIzZA8rduQuPVbPDe1wLRtC/o/fi/EEQshxKVHgjshhBBCFLgmTbTo7eabtbYIcXHw\n3XeptG/v5dw5hb/+yqH4m8lEev9HAbDM+7gwhiqEEJcsCe6EEEIIUeAGDfIwfXo6L7zgzritRAmo\nXFnL3iUn51jZG89d7QiUKYvl04WQnl7gYxVCiEuVBHdCCCGE+H/27jtKijJt4/CvOs70JAYYguTY\ngIAEEQOKgog5oyhiwuyu+hlWXRMq6iquOeuacBVFURBB8iIGEANKskERkBwnh071/VH09PRkdPLc\n1zme6amu6n464Kl7nrfet9rZ7XDGGUHcxeZOSUy0wl3RNfAiZsxwsG2bAU4neWMuxpaRjnva1Joo\nV0SkXlK4ExERkVqTlGSFu+zs2O0+n43LL4/n4ovjCYUg/+LLMG024l97OXoBn4iIxFC4ExERkVqT\nmGj9LN65W7HCOkX56Sc7b77pJNy2Hf4TT8H583KtfSciUgaFOxEREak1kc7dbbfFMWmSk2DQ2r56\ntXWKYhgmDz/sZscOg7xxVwGQ+MC94PfXSr0iInWZwp2IiIjUmsg1d7m5BrfcEsfw4R5WrLCxerW1\n9t0//+knK8vg0UddBIYcQ/7pZ+Fc+g2Jd9yi4ZkiIsUo3ImIiEitiQzLBOjUKcyaNXbuvdfNL7/Y\naN06zN//7ichweTHH+1gGGQ98yKBPocQ/85bxL3xWu0VLiJSBynciYiISK2JdO4AbrqpgI4dwyxf\nbmfrVhtdu4ax2aBlS5OdO/dfk+fxkPn2e4STkvE895S6dyIiRSjciYiISK2JXHMHkJZm0rlzmJwc\nK8h16WItfN6iRZg9ewxC1vrnhNu0xX/ccOyb/8C+/tcar1lEpK5SuBMREZFaU3RYZlqaWRjoADp3\njoQ7k3DYYPfu6IyagaHHAeBcOL9mChURqQcU7kRERKTWFB2WGencRUQ7d9Y+hUMzAf/wEQC4Z31W\nE2WKiNQLCnciIiJSa9zu6O3mzU0GDLDGXtpsJn36xIa7Xbui4S58UBsCAw/F+fWXGHv21FzBIiJ1\nmMKdiIiI1AkuF/TvH+bnn7NZuTKHVq2sUNeihRXyinbuAApOPAUjFML1xcIar1VEpC5SuBMREZFa\ndfjhQQYPDhb+3qqVSfPmZszvAKtW2WOOCxw7DADnF/+r/iJFROoBhTsRERGpVdOn5/Hpp3ll3n/k\nkSHS0sK8+66T7Ozo9mDvvoRTU3EtWqglEUREULgTERGROi4uDs48M0hWlsHatUVOXex2AkOGYt/8\nB7bf19degSIidYTCnYiIiNR5yclWZy4vL/a6O/8xxwLg0tBMERGFOxEREan74uOtn3nFRm/69693\nF/fu2xSuci4i0kgp3ImIiEidl5Bgde5yc2M7d+GOncg/exTO5T8S9/YbtVGaiEidoXAnIiIidV58\nfCTclbwv+/6HCSenkPDQ/Rg7d9ZwZSIidYfCnYiIiNR5Ho/1s3jnDsBs2ZKcO+/BlplBwkPja7Yw\nEZE6ROFORERE6rxI5674NXcR+ZeOI9SuPe5ZMyAcrsHKRETqDoU7ERERqfPK69wB1rIIhx+JLT0d\n+1pfzRUmIlKHKNyJiIhInVdR5w4gMPgIAJxLv6mJkkRE6hyFOxEREanzKuzcAYGBgwBwLP+hJkoS\nEalzFO5ERESkzot27soOd6HuXky3G8fKFTVVlohInaJwJyIiInVetHNXzk5OJ8EevXCsWQWBQI3U\nJSJSlyjciYiISJ3n8VTcuQMI9u6D4fdrUhURaZQU7kRERKTOi4+3fpbbuQOCvfsC4Fj5czVXJCJS\n9yjciYiISJ3ncIDLZVbcuetziLW/wp2INEIKdyIiIlIveDyV6Nz1OhjTMDSpiog0Sgp3IiIiUi/E\nx5vlLoUAQGIioc5drHBnmjVTmIhIHaFwJyIiIvVCZTp3AME+fbFlpGPbtLH6ixIRqUMU7kRERKRe\niI+v+Jo7KDqpioZmikjjonAnIiIi9YLHY5KbW/Foy8Jwt+KnGqhKRKTuULgTERGReiE+HsJhA78f\nFi60s2JF6acxwb79MA0D19zZuu5ORBoVhTsRERGpFyILmaenG4wdG88dd8SVup/ZvDkFp52Jc8VP\nOBfOq8kSRURqlcKdiIiI1AuRhcxXr7bh9xvs2FH29Xe5N94CQMKTj9dEaSIidYLCnYiIiNQLCQlW\n5+7nn+0A7NlTdrgL9elLwYiROJd+g3PJ1zVSn4hIbVO4ExERkXoh0rn76Sfr9CUnxyA/v+z9c2+8\n1TruuaequzQRkTpB4U5ERETqhcg1d5HOHcDevWV374KHDSbYqTPOb5doYhURaRQU7kRERKReiHTu\nNm2Knr6UNzQTINSjF7b0dIydO6uzNBGROkHhTkREROqFSOeuqIrCXdDbAwDH2l+qpSYRkbpE4U5E\nRETqhUjnrqjzzvOUO2tmaH+4s/vWVFdZIiJ1hsKdiIiI1AtFO3cdOoQLb8+Y4SjzmGD3/Z07n6/6\nChMRqSMU7kRERKReKNq5O+ecQOHtRYvspextCXXthmmzqXMnIo2Cwp2IiIjUC0U7d6ecEmTVqmw6\ndgzz1VcOwuEyDoqPJ9ShIw7fGs2YKSINnsKdiIiI1AtFO3edO4dJSzMZMCBEVpbBxo3lXXfXE9u+\nfRi7d9dAlSIitUfhTkREROqFhASr89auXZiEBGtb794hAFauLGdoZmTGTA3NFJEGTuFORERE6oX4\neCvcde0aHYPZu7d1e+XKsk9pgoUzZmo5BBFp2BTuREREpF5o397kmGOCnHdedDKVaLhT505EpOy5\ng0VERETqEJcLPvwwL2Zb8+YmaWlhfL5yOnddu2MaBva1Wg5BRBo2de5ERESkXuvRI8ymTTays8vY\nIT6ecGTGTBGRBkzhTkREROq1Xr2soZm//FJO965HT2x79mjGTBFp0BTuREREpF7r0SMS7sq57q67\nrrsTkYZP4U5ERETqtR49rOUQ1qzRjJki0rgp3ImIiEi95vVWPCxTM2aKSGOgcCciIiL1WmIitG8f\nLr9z182L6fHgmj0LAoEy9xMRqc8U7kRERKTe69kzzO7dNnbtMkrfIT6e/Asuwr51C+7pH9dscSIi\nNUThTkREROq9yHV3Bx+cyMKFpU+sknvVdZg2G/EvPgemWZPliYjUCIU7ERERqfd69gwX3r7ttrhS\n9wl36oz/5NNw/rwc59df1lRpIiI1RuFORERE6r3IcggAHTqEy9wv99q/ARD/8vPVXpOISE1TuBMR\nEZF6r2vXaKBLTS17yGVw0GCCnbvg/OZrDc0UkQZH4U5ERETqPZcLXn45D4CsrDImVdkv1Ks3tox0\nbNu31URpIiI1RuFOREREGoQzzwzidJpkZpYf7oI9egJgX7O6JsoSEakxCnciIiLSIBgGJCebZGWV\nv1+wZy8AHL5faqAqEZGao3AnIiIiDUZSEhV27kI9rHBn/0WdOxFpWBTuREREpMFITq54WGaoU2dM\nlwuHwp2INDAKdyIiItJgJCWZ5OYaBIPl7ORwEOraHYfPB+Gyl00QEalvFO5ERESkwUhKspY3yM4u\nf79gj54YuTnY/thUA1VJbdi3D3JyarsKkZqlcCciIiINRnKy9bPCGTMP7gOA89sl1V2SVLNnnnEx\nZkx8zLKFoRB4vUmceKKn9goTqQWOqnwwr9fbF3gYOBowgaXAHT6f78f99xvArcA1QBvgV+Axn8/3\ndlXWISIiIo1TcrJ1hm+Fu7IXKfePPAkevBf3p9MoGDW6hqqTiI0bDZo1M0lM/OuPNWGCG7A6dU2b\nWtu2bbPCvc9nJz8f4uJKP3b6dAfz5zt44ol87Pa/XotIbauyzp3X6z0Y+ApIAcYAlwHNgfler7fd\n/t0e3v/f68CZwDLgLa/Xe1FV1SEiIiKNV2qqFeh27apgUpXuXoI9e+FaOA8jK7MmSpP9NmwwGDQo\nkWuvjS/ctm2bwa+/lv+ZlSYUit7esSN6WrtxY/T2d9+VndquuCKe995zsnatBrNJw1CV3+THgc3A\n8T6fb4bP5/sYOB3IB473er0HATcDE3w+30M+n+9zn893GTANeNjr9epflYiIiPwlXbtaE6SsW1fx\naUXBaWdiFBTgmj2rusuSIubPtwaOzZ4dHUB2+eXxHHlkImvWHNjp4ObN0UC4Y0f09qZN0dtff11x\nS27DBp2GSsNQJd9kr9ebCpwAvOTz+Qoi230+3xafz3eQz+d7AzgecAFTih0+GWgH9KuKWkRERKTx\n6t7dCneV6cQUnH4WAPGvvQSBQLXWJVFffGGFrcTE6LDZ77+3tj3yiKtSjxEIwE8/2ViwIBoQd+6M\nBrqinbuffoqGuy1bDIYO9bBwoZ2MjOjj/fqrwp00DFX1Te67/7E2er3eF71e7x6v1+v3er3zvV5v\nn/379ALCwLpix0Z+71lFtYiIiEgj1aVLGJvNrFS4C3X3kn/2uTh/+J6ECeOrvTaxrFoVG+4CATAM\n6/ZXXzlilrHYuNHghBM8rFoV+3lOnOhixIgEbr89ejFdWcMyly+3YZoQDMLDD7tZs8bOjTfGxQS6\n33478CGhInVRVYW7lvt/Pr//9oXAWKAt8IXX6+0ENAHyfD5f8T+NRQa6J1dRLSIiItJIxcVBhw5m\npYZlAmQ//jTBbt3xvPgsrhnTq7k6CYdh+3YrSO3ZY2Ca1nBK07S2ZWUZhV08gPHj3SxfboWxoiLD\nKC+5xM/w4VYaLNq5i0yoMnJkkF27bCxbZuPOO91MmeIErGv1Xn/d6hKexExu/+Rokseej+eJx3Au\nnB97MZ9IPVJVs2VGeugbgHN8Pp8J4PV6lwG/ALdQcZAse0qr/VJTPTgcf30qo7S0pL/8GFKS3tfq\npfe3+ui9rR56X6uf3uPStW8PixZB06ZJFc+AmJYEH0+FQYNIefAeuGyMtVnvbZUJBmH+fBgxAgwj\nCb/f2h4IGLjdSeTnW7/37g0rV8Lf/ubhtdfg+OMpXN4gHLbHfCZ5edbPl15ysWcPtG0L6eku0tKs\nU9KMDEhNheuuczB3Lpx/fkLMmne7dtmYMsXGSy3v4+odD0AuMBvckesv+/WDyZPB663Gd6bq6Xtb\nverD+1tV4S7SfZseCXYAPp9vvdfrXQMMBBYD8V6v1+Hz+Yo03As7dukVPcm+fbl/udC0tCR27cr6\ny48jsfS+Vi+9v9VH72310Pta/fQely0hIQ5wsm5dNs2aVfi3Y2jRnuShx+H+fCZ7fvbRrK9X720V\neuYZFxMmuLn/fjjqqBwgofC+xx4rIC3NBOK44IJ8srMNHn3UxYgRBuecEyA72wAcmGaIXTtzMHbu\nBLeL3bvb4HbbyErPwLnhd7qRwKZNndm1y0p9O3cmkJoKRxyRw2uvObj22jjaspkXB/+HFnt8uH9d\nTRfHRhJ3ZJCR1oWjd02l99AmPH/5EjJf+5gOiydDjx7kjbmYnPsexGySWivv3YHQ/xOqV116f8sL\nmVUV7nz7f7pLuc+J9feQX7C6d52BtUXu77b/5+oqqkVEREQasaZNrUCXng7NmlXumMChh+H+fCaO\n776FvvWrW1PXLVtmtU9feAE6dbKGSxqGiWkaPPxw9NSxVSuT004LMHx4kJtuiuOjj6whlM3YzeVb\nXyT1mHdx+H7BtNl4zXkoZihM886rMPLyWAv88n0fEq7vTbhtO87Y3Y3u8bkkXbmIMXv3clr3MO5f\nVpC0dB8AQXcCdGxPQdeh5N/1IE1u78V7ixwcNyaNqxafx/mcwX+6TCDhv2/j/vwzcu4aT/6Yi8HQ\ntXlSt1VJuPP5fD6v17sOGO31eh+JXFfn9Xp7At2Bd4HZWBOqnAdMKHL4aKwlFFZWRS0iIiLSuDVp\nYoW7vXsNunSpROcOCA4aDIBz2bdw+dhqq60xikyQsmMHTJxohbnkZApnq+zUKczmzQZ9+ljXufXt\nG+biiwP84x92WrGNRQyl+751hHPc5A0fiWPHNvqt/BY/LkJea73Cr2fnMiTrc1xTVgDwKsCm/f9h\nLbwcTkwi+56HKTjxFMLtO4DNumLIBkycmM8RRyTw4ovWsM73Gc3Vz49k0NfPk/D4v0i6+e8A5F90\nSTW/WyJ/TVV17gD+D2vNupler/dJrAlUJgBbgOd8Pl+61+t9CRjv9XqdwDfA+cAZwMU+ny9chbWI\niIhII5W6fwRdenrluyyBQ/pjOhw4ly2tpqoar99+s0JUhw6wYoXVxRs3zs8TT7h57LF8LrkkgN8P\n7iLjv5o2NenABj7nRLqzjn9zMw/47yXwdTLz5mRzw7D1uA/uzCdzrP0nnB/PlwvDtGUzJ3p/I8+3\nmSMOD3DO04MJt20HDke5XbfOnU1OPDHIrFnOwm0ZeW7y/nYjBaeeTtMjBxL/6kvq3kmdV2Xhzufz\nfeb1ekcA44EPsRYvnwPc6vP5ItfT3QjsBS4H/gH8Coz1+XzvVFUdIiIi0rilpkY7d5Xm8RDs3QfH\nz8spnOFD/jK/31pQfPDgIF9/7eCTT3LZuNHGmDEBLrssQMuW1mdVGOwCAVxzZ3P8pE8ZzTQSyOXV\nprcy/7CHaPeHnVWrDJZ97+D7wCEc2yQIWNfYtWxpEsDF73TmRV9nAJIGFXBWJ3+la7322kBsuMuw\nvj/hjp3wn3Qq7k8/wfHzcoKH9P/rb4xINanKzh0+n28hsLCc+4PAPfv/ExEREalykXB3IJ07sK67\ncy7/EZYuhV4DqqO0RmfzZoNw2KBjRxObDY4+OsTRR1vDLyPBrlAoRMrY83EtmEcKsJH2XMcDtLh8\nNG/9o4BZsxxcckk8Pp/V/UtJiR7fvHnJAWCVmkyniMGDQ/TrF2L5cuvxMzOj9+WfdS7uTz/BPWO6\nwp3UaVW1zp2IiIhInRAJd/v2HVi4859wknXj1VeruqRGa9s261SzTZsKrr4xTRJvvRHXgnn4jz6W\nte/8j45s4G0uoUUL6/Ns2dJ6jMgahsnJ0fAWDFqftcNh4vVa4TEysU5lGQbccktB4e+Rzh2Af9jx\nmB4P7o8/shbrE6mjFO5ERESkQfmz4S4w9DiC3b3wwQfYtm+rjtIana1brc+gVavyg1bcf14m/r9v\nEzikP5mvv03c0QMA69hIhy/yGGvXWqevRTt3kdt9+4a5//4C2rYNM2jQgS9EPnJkiHfftZbeKhru\n8HjIP/Mc7Js24Fow94AfV6SmKNyJiIhIgxLp2OzYcYATXxgGeVddB4EAcW+oe1cVIp271q3L6Xbl\n5JDw6MOEU1PJfOd9zJQmxMdH727Rwjo2Lc3EMEw2bYqEu+g+113n5/rr/bz1Vh7DhoX44YecSs+U\nWlwkTGZmxn5/8i+/EoC41/XdkLpL4U5EREQalBYtTFq3DvPtt3bMAzy/zz/3fGjRAs/LL2Lbsb16\nCmxEtm+3AtJBB5XxQYRCJPxrAraMdPIuu5Jwy1YldomELacTEhOj2yPDLwHi4+G++wpKXsf3J0SG\ne8Z07oBg334EBg7CNX8uzkVlTjEhUqsU7kRERKRBMQwYMiTE7t02fvnlAE91PB548EGM3BwSHrq/\negpsRMoblmns2UPK6LPxvPw8oXbtyRt3damPkZYWPTYry3q80aMDjBx54MMuKyMyxDOyDl9RObfd\nAXY7KeefRfzT/9b1d1LnKNyJiIhIg3P00dbK2V9+aS/clpVlTc1foXHjCB7ch7jJ/8Wx/IdqqrBx\n2L7dhtNpljpzZdLNf8e1aCEFI0ayb94XmGlpMfc/9VQeN9xQELP+3UMP5XPGGQEefTS/2pabS0qy\nfm7caOPHH2NPlQPDRpA+bRbhlq1IfOh+4t54rXqKEPmTFO5ERESkwTnqKKurs3ixFe7y82HQoATu\nvNONacILLzjZsKGMdGC3k/3gIwAkPHhfjdRbH5lmxdc1bttm0Lq1tQxCUbatW3DNnmlNoDLpfczU\npiWOvfDCIHffHZvGr7wywKuv5sdck1fV7HZraYU1a+yMHJnAzz/HFh8cNJj02Qsx4+PxvPAMBIPV\nV4zIAVK4ExERkQanXTuTjh3DfPWVg2AQdu822LvXxrRpTj77zMH48XGcdJKnzOMDQ44hcEh/nEu+\nhkCgBiuvP1580UmfPoksWRLtjq5fb3DNNXHs3GkQDMLOnQatWpUcuhj37iSMcJj8Sy6nRPKrA958\nM48zz7Q+98jSC0WFW7Um/7wLsf+xCdeiBTVdnkiZ6t6/JhEREZEqcPTRQbKyDO67z82AAdZMHJmZ\nBgsWWGFkz57yT4OCvftgBALYf11X7bXWR+PHxwHw+ecOFi2yc/31cYwZ42HqVCfPPuti1y6DUMjq\n3MUIhYj779uEExLJP/OcWqi8YocdFubss61wt3Vr6d+T/NEXAuCe8n6N1SVSEYU7ERERaZCGDLGG\nZr76qitm+6efOit1fKjXwQA41qyq2sIagM2bo8MxV660ccUV8UyZ4uS336xTS5/PxrZtpU+m4lj2\nLfYtmyk48+zY6S/rmMgMn5EZP4sLDjiUUMdOuD//DLKza7I0kTIp3ImIiEiDFLnurriiU9yXd04e\n7NUbAMeqlVVaV0Owa1f0PfziC0eJZQOWLrUzf74DgIMOih2W6Z4zCwD/yadWc5V/TSSURmb8LMEw\nyD/nPIzcXNyzZtRgZSJlU7gTERGRBqlFC5PLLit/eszffy/7VCjYuw+AZswsRWRJgoghQ6KTilxw\nQYC8PIOJE61pLmOGZfr9uD/5CNPjwT9kaI3U+mc1b27idJps3172d6Tg3PMAiPvog5oqS6RcCnci\nIiLSYD36aAHTpuUW/j5wYGw377vv7MUPKWSmNCHYoyfO77/TjIjFZGdb4S4lxaR//xBvvJFXeN/E\nifm88koeLpcV6grDXShEwsMPYN/8B3ljLqZap7ysAjab1b0rs3MHhLp0I9B/AM7/LcC2bWsNVidS\nOoU7ERERadCaNIl2jiKTZEQsWOAo99jAoMEYuTk4VmtoZlFZWdbP8eMLmD07ly5oVGMAACAASURB\nVJQUmDo1l8mTc3G54Mwzg3z8cS433FDAwIEhK/gcdxyeF54h1KYteTfcXLsvoJJatw4XzvxZlvwL\nL8YIh0m+6HyM9H01V5xIKRTuREREpEFLTY2Gu759wxxzTJBRowJ06xZi8WI7+fllHxsYNBgAx7Kl\n1V1mvRLp3CUlRd/bIUNCDBsW7YwOGhTm7rv9OByQeMsNsHgxBaeewb4FXxJu2arGa/4zWrc2CYWM\nmGsMi8u/+DLyxl6Gc8VPpFxwDkZ2Vg1WKBJL4U5EREQatJSUaABJSjL58MM8nn8+n2HDQuTmGjHr\ntBUXPMwKd06FuxiRa+4SE80K9gRj7x5cC+fDwIFk/uftUhcsr6siQ0ojM3+WyjDInvgk+eddgPP7\n74h/7eUaqk6kJIU7ERERadCKXtqVnBwNI8cfb421mzev7KGZoU5dCDdrhvNbhbuiIsMyKxPu3DNn\nYIRCcN55YJQTkuqg1q2tmT7LWuuukM1G9oR/YdrtuOZ8XgOViZRO4U5EREQajaLh7vDDQzRpYjJ1\nqoOCgjIOMAwCgwZj3/wHtq1baqbIeiA6LLPifd3TP7ZujBpVjRVVj4rWuivKbJJKYNBgHN8vw9iz\np7pLEymVwp2IiIg0GkXXzHa74cILA+zebWPqVAd33eXmhx9KnhoFBh0OgOO7b2uqzDovMiyz6DV3\npTH27sG5eBGBfv2hU6eaKK1KVbjWXTH+40dimCauBXOrsyyRMinciYiISIP3yCP5XHWVH1uxM59L\nL/VjGCY33hjPq6+6OPVUT4ljI5OqNNbr7h55xMWTT7pitkUWf68o3EWGZBacdlZ1lVetIguwb9tW\nuVNm/4iRALjmza62mkTKo3AnIiIiDd64cQEmTCg59rJjR5MRI6IzPAaDBmaxvBI8pB9mfDxxH32A\nsXt3dZcKQDhMiTpqy5NPunnkEXfMtuiEKuUfGxmSWXD6mdVSW3Vr2bISE6oUEerRk1CbtrgWzNfa\niFIrFO5ERESkUbv8cn/M7+vXF9shPp6c2+/Gtns3SbfeWO2pq6AADjookb//Pa5an6eytZQmK8vA\n4zGxlz3RKMae6JDMcIeO1VJfdXO5IC0tXOnOHYaB//iR2DLScWoYr9QChTsRERFp1I49NsSAAdHu\n3QcflNwn7+rr8B9+JO6Zn+KeMrla6/n1VxvhsMEHHzir9XkqY8+e0jtWWVlGhTNlxr/9er0ekhnR\nurXJtm0lO7pl8Y84AQDXXA3NlJqncCciIiKNms0Gn32Wy7p1WSQkmDz/PAQCxXay28l65kVMTwIJ\nD9xrjZs8QKYJt9ziZtas6NILP/xgY/bs2PbXmjV15/Rs9+5ouIuMMjRN2LnToFmz0tOOkZ1F0vVX\nkfDIg4STkik4p/7NklnUQQeFyc83SE+P3b5ggZ3rr48r8V3xDxmK6XLhXDi/5ooU2a/u/N9DRERE\npJbY7ZCSYs2euWULzJhRcu27cMdOFJxyGvadO7CvXnXAz/H77waTJrm45BJr4b1wGMaNi+fKK+Mx\nTev3rCz46ado2MvP//OvqSoUDXe5udbPjAzIyTFo1670cJd0/dXETZlMYMBA9s37gvBBbWqi1GoT\nnTHTxttvO5kyxUEwCKNHe5gyxcmPPxY7nfZ4CBx+FM6VP2Pbsb0WKpbGTOFOREREZL9x46zr7yZP\nLn1IpP+YYwFwLVp4wI8dCMQOcVyyxM6WLTby8w3y8mDUqHi6dEni5ZejM1NWdiKP6rJrV/T5c3Ks\n25s3W6ePbduW7F7a163FPWsGgYGHkv7pHMKdOtdModUostbdzJkObr01juuvj+fOO6MTzETW/CvK\nf4I1a2bCPXf8qS6vyJ+lcCciIiKyX+fOJh07wsqVpZ8i+Y8djmmz4f7ogwOeWKX45IkffhjtDmZm\nGnzzjZ2mTcOMHBndsdITeVSTop27nBzr5+bN1rY2bYq9ftMkYfxdAOT+7f/AWfvXDFaFSIidODEa\n6N56KxrAd+4sGe7yLhlHYPARxH0yFc+jE6q/SJH9FO5EREREiujbF3btspV60m62bIn/5NNwrvwZ\nx7IDmw0xMqwRrOGW06dHw8+GDTaCQYMjjwwxaVIeEyda4zG3bKndzt3u3dFTxdxcq5YtW0rv3Dm+\n+xb33Nn4jzoa/8mn1lyR1eykk4L06xedcOeZZ/Jo3Tr62nfsKOV02u0m4813CXXsRMKTj+OaM6sm\nShVRuBMREREpqm9f62dZE5vkjb0UgLiPpxzQ4+blRYPa3LkOMjMN7Har++XzWc8VGQLYrp0VHjZu\nrN1Tte3bY4dlFhTA4sXWNYHFw138pDcByL3pVjBqN5RWpYQEGDs2OmvKkUeGeO+9PNLSrNe/Y0fp\nr9Vs1ozMV98EsDq9IjVA4U5ERESkiEi4W7269NOkwJBjCKem4poxHUKhUvcpTdHOXWRI5sknW0Mw\n162znqtVKyswdO1q/fz119o9VYvUBdbMniec4GHmTCedO4c5+OBouDMy0nFPm0qoQ0cCRw+tjVKr\n1aGHRj/nNm1MevUKs2CB9YGWFe4Agn37ETqojXWN5gF8V0T+LIU7ERERkSL69LF+rllTxgrdTicF\np52Ffcd2XAvnVfpxI8MaARYtctC1a4hBg6wT/rVrrVOy1q2tzl3btibx8WZMuCrN5s0GRxyRwBdf\nlLOaeDmys2H+/NKPDYdjw+X998exZo2diy/2M29eDh5PdN/4117GyMuzupq2hnd66fVGg2xk4fbm\nzU1sNrPccIdh4D9uOLa9e3EuW1rNVYoo3ImIiIjE6NoV4uLMMjt3APljLwEgYfzdOL6t3El70XCX\nm2vQo0eYpCTr90i4iwzLtNmgS5cwv/1mK3eyxTffdPLbbzZGjYqvVA3FXX11PBdc4OHTT0su/bBl\nixFTM0CPHiEef7yAxMTotvjnnibh0YcIN29O/gVj/1QddZ3NBvPn5/DVVzmF2+x2a5mE9evL/4wK\nzrbW+XO/9051lymicCciIiJSlMNhdWp8PluJGS4jgof0J++yK3Cs9ZF66giSrr0CY/fuch83Ly/2\n9w4dTJKSomuoAbRsGU0J3bqFyc01yp1UJTJhp2n+uWvc5s61Ql1pQTYSOHv2jA4n7N272HV2Lz9P\n4gP3EGp9EOnTPsdMS/tTddQHffqE6dYt9vUfc0yI3bttfP112Z3TwFFHE2rfkbhpH2NkZ1V3mdLI\nKdyJiIiIFNOrV5iCAoP168s+Vcp+9An2zZhL4JD+xH30AUm331zuYxbvgnXsGCYxMXY5gaZNo793\n6mQFiQ0bYmswsjJx/PQjjiXfULD6d05nGqP4gJz0AH9Waas6RMJd//5Fw12R68ZMk/hXXiScnEL6\np7MJdev+p5+/vjrlFOs9P/tsD0uWlBHwbDbyLxiDkZuD+5OpNVidNEYKdyIiIiLF9OplhZjyhmYC\nBA8bTPrshQS9PXDNmYWRmVHmvkUnVAHo0CFc2LkDMAyT5OTo/R07lgx3rvlzaDqwN6kjhpJ6+khe\nnt+TaZzJB5xPi2MGknD/PTh++rGyL7NckXDXr1+0WxW5RhDA/us67H9swn/ccMLtO1TJc9Y3w4eH\nuPhia+H7W291s3ixnX/8w12i45t//oUAuD/+sKZLlEZG4U5ERESkmJ49rUBTUbgDwGaj4KxzMQoK\ncM2cUeZuxTt37dtHr7kDSEmJnYukY0cr+G3YYB1nX7OapEsvwigoIG/sZeRedR07jJYs5TDe4mKc\n+3bhef5pUkcMpckJQ3F8V/l1+Erv3Nmx200OPjga6A49NBr0XAvmAuAfdnyln6ehcTjg8ccLuPRS\nP2vX2jnnHA9vvuniu+9iu3jhtu0IDByE86vFGLt21VK10hgo3ImIiIgU06uXFWLKnDGzmPwzzwEg\nrpzOTPHOXcuWZkznLiUlNmHFdO7CYfL/bzy2gnymnPYfsv/9NKuueJQ25mZOavINl/IW46/bTMbb\nk/EfOwzn8h9JuXg0xp49lao/J8cKkOEwPP20i99/N1i71kanTmEGDAhzzTV+5s7NiVm+zrXAmik0\ncNzwSj1HQ3bXXQW0aBENvkXXB4woOOMsjHCYJqPOwP7buposTxoRhTsRERGRYpo3N0lLC/PLL5U7\nVQp37kKg/wCcX/wPY9/eUvcp3rnzeCA5ORromjSJDXctW1rLITiXLSXxrDM46IfPWcQxnP/BaNas\nsbFihZ0QDk49zRoDuGp9And+cxZnxn9O1j/vw7Z7N3H/fbtS9WdkWLUtWGDnoYfcDB6cSEaGQffu\nYex2eOCBAg45pMhkInl5OL/5imCv3oRbta7UczRkKSnwyCMFhb9v2lTye5N3+VXkXTIOx+qVNDl+\nKI6lS2qyRGkkFO5EREREStGypcnu3ZWfhdI/8mSMUAjXF/8r9f7inTvDgMREcLutUFe8c2dgMitt\nLB9tP5r4bxbxVdJIzuVDwGDo0ATuussNWAuh2+0m06Y5efFFF7NmOdlw4hWYHg+el5/H/mvZXSLD\nsJ4zY/+lgoFA7Ovt3r30Of6d33yJkZ/fqIdkFnfaaUE++sj6kDduLOV743KRPfFJMl94FVtONon3\n3Vn6eNg6Li8PnnrK6u5K3aNwJyIiIlKKpk1NcnIM8vMrt79///BE17w5pd5fvHMHVsCLdO+Kd+7c\nH7zH0E3/ZWPz/gxhMUOyPmc3afuPM9m+3YZhmBxySJjOna0QdtBB1s/N2ank3HE3tl07aXLaCTiW\n/1DiuU0zuoRCVpaxv8bYfcoKd5EhmQp3sSIzi5bWuYsoOPd8Ck4+DecP3+P834KaKq3KXH99HA8/\n7OZf/3LXdilSCoU7ERERkVI0a2aFrX37KtehCPbtR6hNW9xTJuOa9VmJ+4uuc+dyRYNcZIbMok0c\nY+dOEu+9E9OTQOLsSTQ9bXDMYx15ZIgPPsjl7bfzaN7c5KWX8pk+PZdrrrFmbty+3UbeNX8j6/Gn\nMfbtI+XcMzAy0mMeIye6HnfhsMz09Ep07kwT17w5mJ4EAocdXub70RglJkLz5uFywx1A7s23AeB5\n6vEqed7PPnOwc2eVPFS5TNN6LoDfflOMqIv0qYiIiIiUIrLm3J49lRx+ZreT+cY7EBdH8jWX4/h+\nWeFdgYA1+2SExxM9LDKpSiRgYZok/+0qbPv2kX3PeMLt2hdO8BKRmmpy7LEhRo60OkV9+oQ5/PAQ\nrVtbjxWZ0CP/4svIvelWbJkZJTqKkW4dQGamEVvDfl26lAx3dt8vONb/ZnXtXK6K35dGpn17k82b\nDUKhsvcJ9u2H/9hhuL75Cvu6tX/p+VautHHZZfE88cRfephKyciIdnt//dVGuPTGrtQihTsRERGR\nUqSmWkHpuedcPPusq1KXRwX7DSDz5TegoIDkcRcTWfDsyy/tMV0xj6do5866HQlbzkULcf1vAf7j\nhpN/+VVAyZAVqa24li2t7du2RZ+rYP9Mnu7PPo3Zt2iQ27nT4P33HWzZYm077LAgTz2VR0JCsScI\nh4l/8VnrcU85rYx3oXFr3z5MIGDEzJi5eLGdOXNiZ17Nv3AsAHGT//uXnm/9eut0fvfuv/QwlbJ9\nezQ65OYahct0SN2hcCciIiJSisiwzKlTnTz4oJuVK63TpnAYfD4bW7YYpKeXPM4/8iTyL7oU+9Yt\nOL9aDMCMGdZQtrQ0K6QlJETD2W23WUMp77tyAwkP3kfyVZcCkHPXfUTWHqhsuGvd2tqv6El4yNvD\nWmR99kxsO7YXbi8aNvPzDf7+93gmTbI6cc88k8+FFxZbiTs7m+TLLiL+vXcIdu1GwciTS62hsWvf\n3voM/vjD+gxME845x8NFF3n46afo51Jw4imEk1NwT5lMuW2+Cvzxh/U5Fh1mWx38fnjhBev7kZho\nff9WrarcUiFScxTuREREREoRGZYZ8dFHTgCefdbF0Ucn0L9/IhddFF/qsfnnng9A3EcfEAzCzJkO\n0tLCnHiiFZiKhrXBg0Ps3LiTUx8+Ds+zT4LdTvaDjxDs269wn06dKhfuWrWytkdO+AEwDPKuuAYj\nECDujdcKN+/aZe3z4IP5LFmSzciR0TBXfHIXgOTrrsQ9awb+IceQ/tlc6wIzKaF9e+u9i8yYWbSD\n9/rrRYaxxsVRcNa52Ldvw/PYQ/zZMY6bN1un88Unw6lqL73kYvJk69/A8OH7l99YpShR1+gTERER\nESlF0XAXH2+ycKHVpZgyxVG4/dtvHaWuhRc8bDChtu1wzZjOt4v87Nlj45RTgtx/fwF//3sBzz4b\nOwWn5+l/Y9/8B3ljL2PPj2vIu/r6mPsTE+Hdd6Nn702alF6z223N2Lh0qT1myFz+qNGEmzQh/u3X\nC2d2iYS7Fi1MOnc2Oe20QOH+KSmxj+v4eTnuzz8jMGgwGe9/jJnatPQCpLBzt2aN9X0p2q2LCd1A\n7vU3EGrTloQnHydl9NkY6fsO+PkiHcLq7twVrX3YsEi4U+eurlG4ExERESlFXFz09iGHhPD5bOTk\ngL3Y+ez77zsJBmHePHu0+WKzUXDWudiys/jjlfmAtQ5aYiLcc48/Gp5Mk4R7/0nCE48RatmKnLvu\njX3iIo4/Pjp0z+ks+wLAK67wY5pGYacRAI+HvEuvwLZ7N8njxuL+6AMKfttCPLn03jwbY8cOenSP\ndu6Kvkb7+l9JvuISAHJuuxOcRR5XSujZM4zLZfLKK06+/97GTz9F38ytW2NPvcMdO7Fv/mIKjj8B\n1/8W4Hli4gE/X00NyyzazT344DAtW4YLhyr/GaEQvP66s3CNRakaCnciIiIipRg4MMTYsX4++SSX\nfv3ChMMGK1bYcThi95syxcH48W4uvNDDq69Gg0/BGWcBcNCSaTRtGuaII4pdV5WdTcKD9+F56TmC\n3b2kz5yH2bRZpWorHjCLOuoo63lWr449zcv9v9sIDDwU97w5JF97BXe/1p3V9OLIB8+ieZ9uDDu5\nKT/Qn0NYXniMkZ1FypmnYN/wOzm33E7g2GGVqq8xa9nS5PXX8wgGDW6/PY4ff7Q+rDZtwmzdapSY\nmMds2ozMN98lnJSM+7PpB7SwuWnW3LDMokuCHHSQSe/eYbZssbHvwJuNALz2mpM77ojj6qtLH9os\nf47CnYiIiEgpHA74978LOPLIEAMGWIHphx9sMcHK7TbZudPGK69Y11JFTuQBgn0OIdSuPcPyPqNn\nx9xoKDRN4l9+nmYDD8bz3FOEWh9ExofTCbdrX2FNZ5xhDZ085JCyJ+Bo3dokOdksOVw0Pp706bPZ\nN3Me2297iJW2Q+jIRkIpTSg4+TSCh/SjP8v5gQEkX3IhSTdcS+qwIdi3byP3xlvIvf2uSrxrAnDC\nCSFGjQrw8892Fixw0KZNmD59QuTnG6WHIZcL/wknYv9jU6kLzpclIyM6y2p1d+4iE/BMn55L8+Ym\nBx9sfQf/7NDM33+3vp/LlmloZ1VSuBMRERGpQL9+1ons8uX2mHA3alQgZr+UlKIrkRvknH0+Tcjg\n5u3/wNi7B9f0j0keM4rEe+4E0yTn9rvYt+gbwq1aV6qO557LZ/nybLp2Lbu7Yxjg9YZZv95GQUGx\nO51OgocexqkLbueQ0Pf0ZgV7Vq8n883/kj5rARnvTiHUpy/uWTOIm/xfjN27yT/zbHL+77ZK1SdR\n995bUDirZN++Idq0sW5v2VL66XfB2ecCB7Y0QuR6O6h85840IT+/4v2Ki3TuIn/oOPhgawzyqlU2\n0tPhhBM8hbPCVkbk39FfmChUSqFwJyIiIlKBDh1MmjYN88MP9piT0eOOC+H1RjcEYrMeuy6+gS0c\nxNlbX6R5j06kXHEJ7nlz8B9xFHsXLyP3ltsxm6RWug632xoSV5EePUKEQga//VbyVG/fPvj+eztg\nsIreGM7oCbn/+JGkz/uCvV99x95FS9izbhNZr7wZu+q6VErLlia33GKl64EDw4WfW2QYZXH+444n\n1LIV7qkfVjp9FX2synbu7rjDjdebyNq1BxYD0tMNEhLMwnXre/e2wt3y5Xa++cbB8uV2nn228ova\nR/6taCH0qqVwJyIiIlIBw4B+/cJs2mRjw4bo6VPTpibnnx9NdLt3x86GmG1vQn9+5K3e/yLQuy+B\n/gPY9+kcMj6ZidmyZbXV27q1WWo9ADNnRq8LHD06UOJ+DINQt+6EevYq/+I+qdC11waYNCmXceP8\n9Olj/RFg2bIyTr8dDgpGjcaWkY77888q9fhFZ7DMybEWS//99/IXFp882UlensEDD7gBK1xV5jK/\nffuMmCU4unQJ06ZNmFmzHCxdan1Pfvyx4uePiMzWqs5d1VK4ExEREamE/v2ts9Cii3+nppqMGhUs\nnElw9+5ik5jkwi5aML///5G+4EvSZ/+P4ODDCxcnry6Rk/Cik2BEfPKJ1albtiybZ575E+PzpNJs\nNhg5MkRCAhx2WAin0+Srr8oeupg/egxQ+aGZkWGZyckmoZC1WPqJJyaUe0zHjlarbPNmg717oVev\nBB5/vOKO2759RsyMmTYbjB0bIDfX4IUXXNgIASbTppU9m2p+Plx9dRzTpjkKw10wqIBXlSo/MFZE\nRESkEYuEu6KaNDFp2dJkxYpsBg5MYM+eYuuY5Vq/1/SoxshJePFwt2uXweLFdgYODNGhQ+VnZZS/\nzuOxZmD99ls7GRkl1xIECHX3Ehh4KM7/LcC2ZTPhNm3LfczNm63Pt3v3MN99Z3XP9u0zCAYpMatr\nREaGUbjfokUO9u61MXGim1tu8WMro+3j90NOTmznDtPkhkGLGdH2LbZvDnEKnxFPHnsfa0Hq+/HY\nduwg1LMX/uEjCLXvQODooaz8aBv9Pp5H1sdZnO9wMJBOTDFHsXt3PC1b6vtYFRTuRERERCqhX7/Y\ni4M6dw7TooV1Qup2Q7NmZonJMnJyIuGuZk9cIyfhRbuMADNmOAiHjcJZN6VmDRkSYskSB998Y+fE\nE0tvV+VfdClJ339HynlnkvHfKYQ7dirz8TZvthEXZ9K+fTTcgbUMRt++pV/MFgl36ekG334bPWb5\nchsDBpR+TGRGy7Q0EwIBPE89jnvqFBy//UpkKqCgzcn6xL7YM/fRbNdewq1b41y2FOeypYWPc9L+\n/6wDrB+PcCcrFs+h5bm9ynydUnkalikiIiJSCS1amMTHW6Hp2GODLFmSE9Mdad7cJDPTKJyhcuVK\nG1u21E7nrqxhmZ99ZhV8+unBEsdI9RsyxAp0X35ZztDMCy4i97obcKxbS+pJw7CvXFHmvn/8YdC2\nbbjwexkxYoSHQw9N4NJL41i0yF74PQwEon9wyMszWLgwWsfq1aVfX5mfD7feGodhmIwb58fz1OMk\nTHwE+7atFJx6BhmT3mffZ3NJ/3kN/5u4mK78xulHbmf3F9+x57sVpE/+iOy77iOjUx8mcRGj3VP5\n6pkvOSHpa/7JQ6SQSa/7L6Hk1K7yZyjciYiIiFTSpEl5NG8eZvjwkuGofXur67FunY3Nmw2GDUvg\nuuusBZprunNX1rDMDRtstGoVrtSMm1L1Bg4MERdn8sorLo491lPqhDfYbOSMn0DWY09i27OHhEce\nKPWxcnJg714bbduahcOBW7UKc9VVfo48MkRWlsHMmU5GjfLQv38iAJmZsc+3fn00CsR9/w2pQw8n\n9ahDSTn7VFxzPwfg3/928dtvNq68MsBRGbPw/PtRQq0PYs/yNWS+Pgn/yJMIDhqM2aIFJ5wQpEWL\nMJ9/7uTNN52E23cgMGwEeTfewrWHf8/FTKLPPSfRfXRfXl3Rm0M/uonnuY6mO3ykXHQe7o8/rP7V\n2Bs4hTsRERGRSjrmmBCrVuVw9dUlhzUedpjVlVm61F5imvmEhNoalhm7fe9eg2bNFOxqi9sd/Z6s\nXm1n+vRyOniXjiMw8FBc8+Zg27SxxP2RZRDatbNmcQXo1SvMhAkFfPxxHo8+WnKynIyMks9zyikB\nmrCPi94/G9b4CGzbi+vLL0gZcx6O88aw7tkFHNtqNfcP+oSkKy8Dl4vM/7xd6hIeCQkwZUoeQExX\nsOhzn3OO9YcRj8daj/FuJvBLyiBcixaSfPXlNB16OPZ1a8t8X6R8CnciIiIiB6CsiS4HD7ZO2hcs\ncMQslwA1PywzORlsNjOmc1dQANnZBk2bKtzVpp49o9e1/fBD+UtN5F0yDsM0iXvnrRL3RZZBaNfO\nLFxQfNiwaEc5LS32c87NLdm5AzjrrCA38RRJwXTu4iEOab2dDS9/QrqnNan/+5TPwiezcPvBtLry\nfIyCfDJfeI3goYeV+/o6dw7z9dd2gkUa3FlZ1nMnJ0frSkszoUkTTm2+hL1fLCX3ymuwb9xAyuiz\nMfbuKfe9kdIp3ImIiIhUgU6dTHr1CjF3roN//zt2avmaHpZps1lDM4tOqLJ3r3W7eXOFu9p0ySX+\nwk7uokX2wkW8V6+2lbjsrOCMswk3aUL8O29ZU1YWERnS2aJFmH/9K5/334crr4x2lIuHu99/txVO\nptK0qfWkTqfJCT1+5zYmsoMWPM/1rFtn5+J3TiE1dyuD+JanuYHNp1xO7lXXkv7JLPynnl7hazz2\n2CDZ2QYzZ0a7d5mZBvHxJs4iKyUYBnTrFmbDBoO8zj3Jeegxcm69A/sfm0i889YKn0dKUrgTERER\nqQKGAZMn59G9e4hdu2q3cwfQpAns2GEr7J5EwoCGZdaurl1Nfv89mzFj/OzYYePrr+3Mn2/n2GMT\nePPNYmvExceTf/4YbLt34Z75acxdkU5YUpL133nnxXaV09JiZ75cv95W2LmLLIPRv3+IZpNewEMe\nd/II9mRrjbzFi61Q9h2DuImn4aWnyJnwKMHDBlfqNV51lR+73eSFF6J/5MjMNEhKKvnd6949RChk\nFF7/l3vL7QQGDCTu449wrPipUs8nUQp3IiIiIlWkVSuTTz7Jo1+/2Gnua7pzBzBkSJD0dIOpUx3s\n2WMwfLh14q5hmXXDqFFW6v7kEwfPPmuFoN9+K3lqnn/p5QDEvfmfmO3RvnEybwAAIABJREFUcFf6\n51l8Hb0PPnAWdnK7dbOC3zk9VxL3wbvsoAXvcBHXX++nd+/Y7+7BB4dwuw/klUHnziZ9+4ZZuTL6\nx4WsrNghmRFdu0YnIgLAbifnH3dZr+GMk0m4+3Zs27YeWAGNmMKdiIiISBVq3tzk889zGTcuOoyu\nNjp3N97ox+EweeIJN9OmRYfHqXNXNxx2mDVz5owZDr7+2vp8Sps9M9SlG/6jj8X19ZfYV/xcuL20\na9iKKrogefPmYWbPdvDcc1aIPP/cfL4+dTy3vTcY2759fNzlFgK4GDUqwOWXW0M7jzgiyLJl2bz/\nft6fen3duoXx+w02brTqzMw0SE4uuV/37la4i0xC5PdD4LjhZD38GGZiIp5XXqTJ6Sda04NKhRTu\nRERERKqYzWZ18SJqo3PXrp3JBRcEWL/exjvvRIf7RWbSlNrlcFizW+7dGz0dL3VpBCDvqmsBSLng\nHOxrVgOQmWndl5RU8XNNnpxHSorJ77/bSE42OWHePzlixv2EU5uS8dZ7jJh9LUuXZtO2rcnZZwcY\nPjzImDEBOnQwadHiz31foqHNTn4++P2lD8vs0yeM3W7y4osuXnjBSfv2iXz8iZP8K65h73cryBt3\nFfaNG0h4aPyfqqOxUbgTERERqQadO0eveaqtbtn//Z8fp9Nk5crorIwHOsROqk+fPtYQyB49QjRv\nHi5xrWaEf+RJZD/0KPadO2hyxonYV64gO7v8zh3AqacGsNut2TQff9xaGuHaw74l8ZXnCHbrzr5F\n3+A/6RSSk60JgcDqMr/3Xh7nnffXFrqPDP1cuzZ6rV9ptbZqZfLss/nk5MD48XGEwwavvLL/Wj2X\ni+z7JhDs7sXz2ss4Fy/6SzU1Bgp3IiIiItXg5JODTJ+ey+rV2SQk1E4NbduaheuKAdx4YwEjR/61\nk3apOkccYYW7v/3NT1qaWWbnDiDvymvJfPoFbOnpJDw6oTAwJSaWHe5efz2fbduysdvhjDOCfDot\nm3szrVkosx95HLNpsyp8NbH69QvhcJi88YaTrVvLD6LnnhvkjTeiwz9justxcWQ9+xKmw0HS9Vdp\niYQKKNyJiIiIVAO7HQ4/PFTrSw+cfHJ0evy77vLHXIsltevMM4MsXpzDeecFad7cJCPDKL7iQYyC\nCy4i0LcfrnlzcO7Zjt1uVup6Tvv6X3FPm8rxb12G59svKTjxFAJHD626F1KK1q1NbrrJz9atNm6+\nOQ4ofwjpiSeGWLEiG7vdZNOm2JAb7D+QnDvuxr59G6lDj8DzrwnYtm+rzvLrLf3zFhEREWnAjj46\nVPFOUitsNvB6reGLkT8CfPCBs7xDyL9gDEYoxLCt75KUFLv8QQnBIAn3/pOmhw8g+cpLiZv6IYG+\n/ch68rkKDqwaN93kp1evUOGw4PKGkAK0bGnSq1eYP/6wYRbbNe/6G8m94WaMvDwSnniM1KMH4/zm\nq+oqvd5SuBMRERFpwBISYM6cHL75Jru2S5FyRJaouPnmuMLlA0pTcPYoTJeLM/a+SXJS7Fp2tm1b\nSXjwPpKuvYKU88+i6eH98bxkXV+X/cDDpL//MemfzcVsVn3DMYtyueDZZ/MLf2/bNlzO3pb27cPk\n5Rns2lUsfNrt5Nw9nj0/+8h6+DGM7CySrr0CIzOjqsuu1xwV7yIiIiIi9Vm/fhWfVEvtGjMmwH/+\nY00ksnGjQZcupXe5zNSmFJx0Kt2nTeUI+1KMjHa4Zn0G+3aS+u8nsBUJO+HEJPIuuIicCf/CTCpl\nHYIa0KdPmAULcsjONhg8uOIucvv21uvetMkofaZOj4f8K67Btm8fCRMfIeHef5L91PNVXXa9pc6d\niIiIiEgt6907zN13FwAUDmNcv97g3nvdJa7Dyx89BoDXN51As75ekm+4Fu67D8Jhsh57kj0/rGLX\nhu3sWb+F7KdfqLVgF9G7d5jDDw9VaiRo+/bWHyI2bSo/puTedCvBg/sQ/+4kHD8vr4oyGwSFOxER\nERGROqBHD6uzdeWV8fznP06GD0/gpZdcfPpp7GC7fYcOYwan4AnnEE5rSc4dd8O777L3u5/Jv3Qc\n4bbtqNRMK3VQZcMdTifZ4ycAkDL6HNyT/wthdagV7kRERERE6oBevaLh5M4748jJsVpdoWKjGXML\nHJzGp4w7YT17l/5I7s3/gAsuqNalDWpK0WGZFQkMPY7s8Q9h5GSTfMO1JF13ZXWXV+cp3ImIiIiI\n1AFt25q8/noeb7yRFzOz5N69sUEnNxfAILdpW2vNjQakXbtKdu72y7vu7+z96jsCffsRN3UK9hU/\nV2d5dZ7CnYiIiIhIHXHqqUFOOSXIO+9EF/Uuvrh5Xp71u8dTu2soVgePB5o3DxeGu0mTnCxYUH6A\nDbdtR84/77GOf+7Jaq+xLlO4ExERERGpYw4/PMSSJdbyFSXDnfUzPr6mq6oZnTqZ/PGHwQ8/2Ljl\nljjuucdd4TGB444neHAf3NM+xu77pQaqrJsU7kRERERE6qC0NKszt2tX7Cl7bq4V9uLjG17nDqBL\nlzChkMGtt8YBsH69jYKC2H02bTK4/343n3yyf7IZwyDnH//ECIdJvuqyaAJuZKot3Hm93nu9Xq/p\n9Xo7FtlmeL3e27xe729erzff6/Wu9Hq9F1dXDSIiIiIi9VViIrjdJnPnOlixInra3tA7d127Wtfd\nRZaECIUM1q+PjS3//Gcczz/v4qqr4sm2Gpz4TzqFJf2vwrFmFSmXXoht+7YarbsuqJZw5/V6DwPu\nKeWuh/f/9zpwJrAMeMvr9V5UHXWIiIiIiNRXhgEFBVaXbuzYaJJryNfcgdW5ixgyJAjAQw+5C2cN\nXb/eYM6c6PIQ330XvSbv2B+fZg4jcC2cT+qQw3BN/7hmiq4jqjzceb3eBOAdYFux7QcBNwMTfD7f\nQz6f73Ofz3cZMA142Ov1aoioiIiIiEgRgwZZiWbrVhvp6dY2a7bMhhvuune3wl3PniFuucVawX3O\nHAcTJ7oA8PmsMHfUUVbwe/ttJ199Zee229wUEMeJfM6qG56BcJjkG67F2LmzFl5F7aiOQPUkkAk8\nW2z78YALmFJs+2SgHdCvGmoREREREam33ngjjzFjrICzaJHVrYpec1drZVWrrl3DPPJIPi++mM+R\nR4Z47rk8EhJMXnrJhWnCjh3W6z/99CApKSYzZjg56ywPb71lhT8TG4u8V5Bzz/0Yubl4nnuqNl9O\njarScOf1ek8HLgLGAoFid/cCwsC6Ytsjv/esylrk/9m77+goqj6M4990SkIPoSMgLL2LSFEU6b0j\nXZoiFkRAOioCIk1URBCQF0VBEVRUqhCadAidoUmHBEICqaTsvn9sshJIIJBsEpbnc05OYHd29uaX\nyew8c+/cEREREZHHXd68Fl55xXpYvXu3tcfqv2vuHLPnzskJ+vSJpmxZM05O0LFjDC+9FEN4uBP+\n/k62cPf002Z27gzlyy8jaNs2YfQ4fdqZyC7diS1UmMwL5z0x19+lWrgzmUw+wDxglGEYxxJZJAcQ\nYRjG3aHvVtz3bKnVFhERERERR1GhghlXVwt798aHu/hr7tKzVWmrWDHrUM2zZ50JCLD+/D4+FnLl\nsoa/r7+OTLD86dPO4OFB+Hvv4xQZieeo99O8zenB9cGLJNt84AiQVL/ng4LkA0895MyZBVfX+9/E\nMDm8vb1SvA65l+pqX6qv/ai29qG62p9qbD+qrX2oro+uYkXr7JHZs/9XwwIFsuDt/d8yjlzfChWs\n3wMDsxAUZP13uXJZyZHjv2V+/x3eeAMuXoRjx9zw9naDtwfAsh/xWPkr3n//CZ07P3IbHof6pkq4\nM5lMrwPPA1UAF5PJBP+FOReTyeQCBAOZTSaTq2EYMXe8PL7HLvhB7xMUFJ7itnp7e3HtWkiK1yMJ\nqa72pfraj2prH6qr/anG9qPa2ofqmjIVK3qwb587vr5hBAa6Ae5ERoZx7Zq1R8vR65s7twuQhR07\nojh/3oVMmZyJigrl2rX/lqlZE/btg3btMrNliyunT4eQLRu4fDKDnPXr4PTKK9z+/kdCx43H/FSx\nh3r/jFTf+4XM1BqW2RnwAk5hvdYuGpgW99wp4G/geNz7Fb/rtSXjvh9NpbaIiIiIiDiUqlWts2bu\n3u3CiRPWQ3hHveYuMfH3vpszx52DB13Im9eCk1Piy1aubK3VwYNx98kzlSZ45Rqin3kWjz9/J2ej\nergYx9Ok3WkttcLda8Azd31Nj3uuZdzza7BOqNLxrtd2Bi4Ch1OpLSIiIiIiDqVaNWu4GT06E1u2\nWAffZc2ani1KW/nyWZg/P4J27aIpXNhMkyYxSS5bubK1Vn5+/0WdmCrVCP5jLSGfTMM5KAivN/pB\nTNLreFylyrBMwzCMux8zmUx14v55yDCMs3GPfQ18YDKZ3IDtQCegFdDDMAzz3esQERERERHrjb2z\nZbNw69Z/3VVPUs8dQIsWMbRo8eBAVqmStefuwAEXEkzg7+REZO9+uO3bQ6affiTzt98Q0W+AnVqb\nPtL6xuHvAJOA3sAKoDrQ3TCM79K4HSIiIiIijw1nZ6hSJTbBY456n7uUKlzYQq5cZvz8Ep+IMfSD\nCZhz5CDLpI9xvnI5jVtnX6k5W2YChmF8xl0zZ8ZNpDIm7ktERERERJKpQoVY243MAdzc0rExGZiT\nE1SsaMbX15XgYBLMqAlgyZOHsLHj8Rr8Ftk7tSHs/dFENWlmTdCPucf/JxAREREReQIUK/bfMMxV\nq8LSsSUZX/ykKtahmfeK7NKdiO6v4mIcJ/urXcnesY1DXIOncCciIiIi8hjo2DGa116Lwtc3zDbB\niiSuUiVrfZIKdzg7EzptJkFbdxNVtx7umzeS5YsZadhC+1C4ExERERF5DHh4wPjxtylbVsHuQeJ7\n7u6cMTMxsSVLcWveQmLz5SfLlElc/Hl3WjTPbhTuRERERETEoRQoYCF/fjPr1rmyZ8/9I48lZy5C\nvpyDOdZCmYFNcenQBY9lSyE0NI1am3oU7kRERERExKE4OcGMGZFERcGwYZkwx3V2BgVBjRpZWbo0\n4bySUXXr0d9zMacpQa5Nf5DtjX5k79I+HVqeMgp3IiIiIiLicF56KZa2bWM4fNiFtWut19798Ycb\nZ88689ZbCe8jERDgxIKQTpTnCOWdDnO+3xgie/ZOj2aniMKdiIiIiIg4pIEDowD47jt3AIKCnBJd\n7sgRayyqVCmWI5ZyvBs4htvtOqZNI1ORwp2IiIiIiDik8uXNVKwYy99/uxAZCefOJR7u9u+39uwN\nGhRF+fKxrFjhyokTj19UevxaLCIiIiIikkwVKsRiNjtx7pwzp05Z44+XlyXBMv/8Yw13NWvGMmzY\nbSwWJ6ZPd0/ztqaUwp2IiIiIiDis+Ju///GHK3v3WkNcWBjEWu+WQFQU7NnjQpkyseTObaFRo1jq\n1IkhMDDxXr6MzPXBi4iIiIiIiDyeihe3TpU5ebIHAJkyWYiMdOL6dSd8fCycOuVMRIQT1atb056T\nEyxbFoHT45ft1HMnIiIiIiKOKz7cAfTrF8Urr0QDcO2aNb1dvWr9XqjQf0M1nZ1RuBMREREREclI\nihUz4+lpoXz5WMaMuU3evNYQFxCQMNzly2dOch2PC4U7ERERERFxWJkzw8aNYfz+eziZMkG5ctbh\nlzt3Wq+/u3rVGol8fCxJruNxoXAnIiIiIiIOrWhRC56e1n/XqROLm5uFjRut04/813OncCciIiIi\nIvLY8PS03vLAz8+FbdtcHGpYpmbLFBERERGRJ8qwYVFs2eJKmzZZcHOz4O5uIWfO9G5VyqnnTkRE\nREREnijPPhvLwoUR1K0bQ0wMlCtnfixnx7ybeu5EREREROSJ07RpDE2bxnDtmhMeHo//9XagcCci\nIiIiIk8wb2/HCHagYZkiIiIiIiIOQeFORERERETEASjciYiIiIiIOACFOxEREREREQegcCciIiIi\nIuIAFO5EREREREQcgMKdiIiIiIiIA1C4ExERERERcQAKdyIiIiIiIg5A4U5ERERERMQBKNyJiIiI\niIg4AIU7ERERERERB6BwJyIiIiIi4gAU7kRERERERByAwp2IiIiIiIgDULgTERERERFxAAp3IiIi\nIiIiDkDhTkRERERExAEo3ImIiIiIiDgAhTsREREREREHoHAnIiIiIiLiABTuREREREREHIDCnYiI\niIiIiANQuBMREREREXEACnciIiIiIiIOQOFORERERETEASjciYiIiIiIOACFOxEREREREQegcCci\nIiIiIuIAFO5EREREREQcgMKdiIiIiIiIA1C4ExERERERcQAKdyIiIiIiIg5A4U5ERERERMQBKNyJ\niIiIiIg4AIU7ERERERERB6BwJyIiIiIi4gAU7kRERERERByAwp2IiIiIiIgDULgTERERERFxAAp3\nIiIiIiIiDkDhTkRERERExAEo3ImIiIiIiDgAhTsREREREREHoHAnIiIiIiLiABTuREREREREHIDC\nnYiIiIiIiANQuBMREREREXEACnciIiIiIiIOQOFORERERETEASjciYiIiIiIOACFOxEREREREQeg\ncCciIiIiIuIAFO5EREREREQcgMKdiIiIiIiIA1C4ExERERERcQAKdyIiIiIiIg7ANTVXZjKZegJv\nAyWBEOAfYIRhGKfinncChgCvAwWBU8CnhmEsSs12iIiIiIiIPGlSrefOZDINAhYCO4D2WENceWCP\nyWQqFrfYxLivBUBrYDfwP5PJ1C212iEiIiIiIvIkSpWeu7geuTHAUsMwBt7x+FbgLPCmyWSaBgwG\nPjYMY0LcIqtNJlNOYKLJZPrBMAxzarRHRERERETkSZNaPXfZgcVYe+RsDMO4ANzCOgTzZcAd+Pmu\n1y4BCgOVU6ktIiIiIiIiT5xU6bkzDCMY67V2CZhMppeBHMABoCxgBk7etVj8/8sA+1KjPSIiIiIi\nIk8au82WaTKZCgDzAH9gDtaQF2EYRvRdi96K+57NXm0RERERERFxdKk6W2Y8k8n0NLAayAU0Mgzj\nhslkelCQtDxovTlzZsHV1SXF7fP29krxOuReqqt9qb72o9rah+pqf6qx/ai29qG62pfqa1+PQ31T\nPdzFDcVcCsQCDQzD2Bn3VDCQ2WQyuRqGEXPHS7Ld8fx9BQWFp7h93t5eXLsWkuL1SEKqq32pvvaj\n2tqH6mp/qrH9qLb2obral+prXxmpvvcLmak6LNNkMvUFVmEdilnzjmAHcDzu/Yrf9bKScd+PpmZb\nREREREREniSpeZ+77sBcYCtQyzCMM3ctsgbrhCod73q8M3AROJxabREREREREXnSpNZ97nyA2UAg\n8DFQ2mQy3bnIDcMwTphMpq+BD0wmkxuwHegEtAJ66B53IiIiIiIijy61rrlrBmSN+1qfyPO/Aa2B\nd4AbQG9gGHAK6G4Yxvep1A4REREREZEnUmrd524Bd93APInlYoAxcV8iIiIiIiKSSux2nzsRERER\nERFJOwp3IiIiIiIiDkDhTkRERERExAEo3ImIiIiIiDgAhTsREREREREHoHAnIiIiIiLiABTuRERE\nREREHIDCnYiIiIiIiANQuBMREREREXEACnciIiIiIiIOQOFORERERETEASjciYiIiIiIOACFOxER\nEREREQegcCciIiIiIuIAFO5EREREREQcgMKdiIiIiIiIA1C4ExERERERcQAKdyIiIiIiIg5A4U5E\nRERERMQBKNyJiIiIiIg4AIU7ERERERERB6BwJyIiIiIi4gAU7kRERERERByAwp2IiIiIiIgDULgT\nERERERFxAAp3IiIiIiIiDkDhTkRERERExAEo3ImIiIiIiDgAhTsREREREREHoHAnIiIiIiLiABTu\nREREREREHIDCnYiIiIiIiANQuBMREREREXEACnciIiIiIiIOQOFORERERETEASjciYiIiIiIOACF\nOxEREREREQegcCciIiIiIuIAFO5EREREREQcgMKdiIiIiIiIA1C4ExERERERcQAKdyIiIiIiIg5A\n4U5ERERERMQBKNyJiIiIiIg4AIU7ERERERERB6BwJyIiIiIi4gAU7kRERERERByAwp2IiIiIiIgD\nULgTERERERFxAAp3IiIi4vDWrVvNwoXzsVgs6d0UERG7cU3vBoiIiIjY0+7dO+natSMAN24EMmjQ\nEJyddX5bRByP9mwiIiLisK5cuUz37p1s///kk4/p1KkNV69eScdWiYjYh8KdiIiIOKwJEz7kxo0b\nTJgwmcOHT/Hyyw3ZtGkjPXp0Tu+miYikOoU7ERERcTgWi4UJEz7kp59+pGzZ8vTu3Z+8efOyePHP\nvPhiffz89nPmzOn0bqaISKpSuBMRERGHM3bsSGbOnEbx4iX4/vuluLi4AODk5ESrVm0BWL36r/Rs\noohIqlO4ExEREYdiGMeZM2cWpUqZ+O231RQqVDjB8w0bNsHZ2ZlVq/5IpxaKiNiHwp2IiIg4lDVr\nVgHw9tuD8fHxuef5PHnyUKNGTXbt2kFAQEBaN09ExG4U7kRERMRhWCwW/vjjV5ydnalfv2GSy7Vo\n0QqLxcL8+V+nYetEROxL4U5EREQcxsaN6/Hz20+jRk3JnTt3kst17doTH598zJnzFRcvXuDs2X8J\nDQ1Jw5aKiKQ+hTsRERFxCBaLhU8/nQjA0KEj7rtslixZGDJkOOHh4VStWo4aNSrRpEl9YmNj06Kp\nIiJ2oXAnch/nz5+jZcvGvPBCTRYvXkRMTEx6N0lEJEOyWCzp3QSWLv2Bffv20qxZS8qXr/DA5bt0\n6U6LFq2pVasO5ctXxDCOs3z5z2nQUhER+1C4E0mC2Wzm3XffYseOfzh27CjvvvsmL7xQkzNnTqV3\n00REMoRbt26yZMlimjdvSOXKZThwYH+6tCMmJoZp0yYzePBbeHll44MPPk7W69zc3Jg/fxG//voX\n3377PR4eHowZM5xz587ZucUiIvahcCeShAkTPmTLFl8aNGjEgQPH6d69FydPnqBPn57qwRORJ9r1\n69fp27cnZcuW4O23B7Br1w6uXLlMnz490nz/GBYWRps2zZg8eQJ58/qwePFPFC361EOvp2jRp/jo\no0ncuHGDBg0a4O/vn/qNFRGxM4U7kbtcv36dYcPe5YsvZlCixNPMmjWX/PkLMG3a53Ts+ApHjhzS\nvZFE5IkVHR1Nly7t+P33FRQrVpzhw0ezY8c+evbsw/nz5/jf/xakaXvGjh3Bzp3badq0Bb6+/1Cz\nZq1HXterr/blnXfe4+TJkzz/fA2mT/+UkJBbqdhaERH7UrgTucP69Wt49tnKLFw4nxIlnub775eS\nI0dO2/ODBg0BYO7c2enVRBGRdPX117Pw89tP+/ad2Lx5J4MHD6N48acZOPBtPD29GDFiCBMmfIjZ\nbLZ7W1av/ovvvltIuXIVmDNnQYL99aMaOXIsU6dOBeCTTz6mTp0arFz52z3XFF67do0jRw4DEBUV\nxZUrlzUZi4ikO6eMcAF0cl27FpLixnp7e3HtmqY6Tm2OUNfQ0BCee64aN28GM3bsR/Ts2Qc3N7d7\nluvQoRWbNm1k+/a9lChRMk3a5gj1zahUW/tQXZMnPDycb7+dR1hYKBUqVKJChYpky5aNbNmyP/C1\n6VHjiIgIqlYtS2xsLLt2HbgnTB0/fowePTpz9uy/tGzZhtmz5yW6H00NZrOZF16oyalTJ/H13Y7J\nVDrV1u3t7cW//15m1qzPmTFjCmazmZkzv+KVV7oRHBzEsGHvsnbtGsLDw8iWLTu3bt0EoGnTFsyf\nvwgXF5dUa4sjccT9QkREBKtW/YGv7wZCQkJwcnLi3XeHUKFCpTRviyPWNyPJSPX19vZySuo517Rs\niDx+QkNDWLt2NevWrWHTpo0UKFCQTz+dTtWq1dO7aalu3LhR+PtfZejQEfTt+3qSy3Xp0p1Nmzby\nww/fM2bMh2nYQhFxJEePHuG1117FMI7f81yBAgV544236N//jXRoWdJ++205gYGBDBo0JNFestKl\ny7BmzUZ69epqG7Y5atQ4u7Tl77/XYhjH6dSpS6oGu3ienl68//4oGjRoRKtWTRg16n1WrvwVP7/9\nXL9+jSxZspA3rw9Zs2alfPkKBAT489dfK6lVqxp//rmePHnypHqbJOMICbnFqlV/MmnSeC5dupjg\nuc2bfenTpx89evSmYMFC6dRCeVKp506SdOvWTZo0qc/JkycA8PLKRkjILTJlysTvv6+mcuWqtmUT\nq+v69Wv4559teHvnpWTJktSv3xAnpyRPNKSrK1cuU6lSacqUKcfatb54eHgkuWxkZCQVKpTCw8MD\nP79juLra/xyJtlv7SW5tb926SXR0DLly5cqw23FGom02cRcunOeLL2bg57ePw4cPERMTQ8+efWjU\nqDEHDx7g0KGD7Nu3hytXLuPs7MyiRT/SsGGTRNeVHjXu1q0ja9euZudOP4oVK57kcqGhIdSrV5uL\nF8/j67ud0qXLpGo7IiIiePXVrmzYsJ716zdTsWLlVF3/3bWdP38uY8YMJyYmBh+ffLRt24Fx48bj\n7Pzf1S3Xrl1j8OA3WbNmFaVLl6Fv39dp27Y9np5eD/3+FouFxYsXsWbNX9SrV5/evfs9VvudsLAw\nsmTJck+bHWG/cObMKT76aBx//72W27dv4+zsTL9+A+jcuSv58uVn3brVjBr1vu14qVy58hQqVITh\nw0fZfbRPcutrsVi4desm2bJlf6y2q/SWkbbf+/XcKdxJkt555w1+/PF7OnXqwmuvDaRcufKsWvUn\nvXp1IU+ePPTu3Z/u3V/Fx8cnQV2joqL48MPRfPPN1wnW17p1W+bOXZgOP8mDzZ8/lxEjhjBp0hT6\n9HntgcuPGDGE+fPnMmTIcIYNG2n39j2O263ZbGbTpo0EBd2gceNmZMmSJb2blKj71dZisbB27WqG\nD3/PdmY2S5asFClShCJFitK7d39eeunltGzuY+Nx3Gbt7cQJg/aUsXsoAAAgAElEQVTtW3L16hXc\n3d0pW7Ycgwe/T+PGTRMsZ7FY2L17Fx06tMRsNrN48c88/3y9e9aXljWOiYlh2bKlDB06iOLFn2bT\npu0PfM3atavo1q0TDRo04vvvf0qVg0iLxcKUKZOYN+9rgoODqVKlKmvW+KZ4vXdLrLb+/v6YzbHk\nz18gyddZb6HzJkuX/oDZbKZo0af4++8tyRpmCxAcHMTq1X/x66+/sGHDetvjrVu3ZeTIcTz1VLFH\n+4FSwc2bwezZswsvr+xUqFCRzJkzY7FYuHTpIidOHOf48ePcunWTixcv8NNPP+Ljk4/nnqtF/foN\n6dChM87Ozra6ms1mnJycHrtgcfHiBZo3b8jly5cwmUrTqlVb2rZtT/HiTydYLjQ0hKVLf2TOnFlc\nunSR6OhoWrRozfz5i+zaPm9vLwICbnHihEFAgD83b94kODiIPXt2cf78OZydXXB3d+PkyROcO3eW\nMmXK0aJFK6pUqUq9evU1nPgBMtLnmsLdHTLSLyYjO3z4EC+9VJvy5Suydq1vgt6pOXNmMXnyREJD\nQ8iWLTsbNmylWrXy7Nixj5Urf+OXX37CMI5jMpVm+PAxWCwWpk2bzJEjh/jzz3U888yz6fiT3cts\nNtOo0YscOLCf/fuPJmsIxY0bgTRsWI/z58/x3XdLadQo8TPrqSW1t1uLxcKpUycBePrpkqn2AWs2\nm1m7djXbt2/D13cDx44dASBXrlz06tWHV1/tj4+PT6q8V2pJrLbxZ81nz/6CkydP4ObmxvPP18Pd\n3YOLFy9w/vw5bt4MxsnJidat2zJx4lRy586dTj9BxqR9bUKhoaHUrVuDS5cuMnbsePr3H4C7u/t9\nX+Pru4Fu3Tri6urK77+vvqd3Kq1q7O9/lfbtW2IYx/Hw8ODzz2fTpk37B77OYrHQrl0Ltm7dzHvv\nvc/gwcOSff2dxWIhIiLinpNCW7Zsol27FuTJ403Xrj3o2/d1u+xTUlrby5cvMWXKJBYvXkSlSlX4\n7rsl5MuXP9FlQ0ND8PPbz9WrVxg7dgTXr18HoGrVakyY8CnDhw/hwIH9uLi40LlzVyZOnELmzJkf\nuW2PYurUT/j88+lERkYC4OrqipeXF0FBQYkunyVLFrJm9eTatQDbY1WqVOXDDz/A3d2TceNG8e+/\nZ5g+/fMke6YzGrPZTP36dTly5BBjxnzEW28NSvbrGjR4gSNHDrFhwzbKli2Xojb89tty5syZxY0b\nN3jrrXfp3r0XYN3HBAVdYeBA6/1578fZ2ZlKlSrj57ffNlHQq6/2ZfLk6Y/ctrRmsVi4cOE83t55\n0+zvISN9rinc3SEj/WKS49q1ayxd+gMxMdFkypSJLFmyUqFCRapUqWbX9x03bhSzZ3/BwoU/0LRp\n83ueDw0NYdasz5k2bTLVqj1DzpzZWb/eepbRzc2Ndu06MnHiFDw9PQHYvn0brVo1oWbNWvz226oM\nc7YuMjKS8ePH8s03Xz90z+KhQwdo1qwBbm7ubNiw9ZHuq5RcqbXdXr16hTVrVrFkyWL27t0NQLt2\nHZk9e16K1hsZGcnWrZv49tt5rFu3BrB+eDRv3ooCBQry008/cOPGDdzc3KhZszZTpky/50xnekms\nttOnf8onn3yMu7s7LVq0ZuDAdyhfvkKCZfz89jF06LscOLCfTJky0bx5KwYMeIsKFSqmZfMzrMdt\nX2tvH3wwmq+++pxBg4YwcuTYZL/ut9+W069fL7p27cGMGV8meC6tajxs2LssXDif9u07MWrUuIe6\nhujcubM0b94Qf/+rlCtXgRkzvkgwpD9eSMgtNmxYj7//VUJCQvD13YCf3z4mTpxC1649bMMf3333\nTRYvtt50vFatOqn2M94tNWobHR3NgAF9+f33FYn22lgsFn7+eQkffDDKFuicnZ0ZNGgI7dt34umn\nrUP4YmJi+P33FXz22VSOHz9Ghw6dmTVr7iO16eBBP37+eSkWi5ksWbKSNWtWrl69gmEcJ1eu3GTL\nlo0iRYrSq1cf2zWVZ8/+y7PPViZvXh+6dOlGWFgYe/bsYt++vQA0b96KsmXLYTKVxmw2ExsbS+PG\nzcicOTMnThj07PkKZ8/+m+jsqTly5GDbtr14e3s/0s+TljZt2kiHDq0eaRTS+vVr6NKlA+XLV2T9\n+s227fnChfN8++08fH034OXlhY+PD+XKVeDw4UNYLBbbV8OGjblx4wZLly7m2LGjODs72+q5efNO\ntmzx5YMPRhMdHQ1A/foNqFKlGjly5CBbtuwUK1aCatWqY7FYiIqKwtnZmcyZMxMQEICf315GjhxG\nQIA/Bw8aqTLjrD0FBATwyy8/sWTJYo4dO0LmzJnp3r0Xw4ePfqQh0A8jI32uKdzdISP9Yu4nLCyM\n5ct/ZuLEDwkMDEzwnJOTE5MmTaV37352ee/o6GieeaYioaGhHDlyKsnrz8xmM126tLcNHalZsxZd\nu/agUaMmie4cevR4hdWr/2T27Hm0a9fRLm1/GCdOGPTr15Njx45SrFhxVqz4kwIFCj7UOv73vwUM\nHTrooQ/YHlZKt9tbt24ya9ZMZs6cbvtAePHF+pw4YXDp0kU6dOhM376vPdRJg5MnTzBixFDOnDlF\nQIA/UVFRANSuXZehQ0dQsWJlW7gPDw/np59+5Ouvv+TMmdM891xtVqz4M8H1Kunl7tpevHiBmjWr\n4O2dl5Ur11CoUOEkXxsbG8v8+XNYsOAbzpw5Tdasnqxfvwmz2cLhwwe5di2AgIAA/P2vUrJkKSIj\nIwkJCaFs2XJ07tz1npMcMTExfP75dDZu/JvTp0+SPXsOqlV7hoIFC3Lu3Dn27dtDzpw5+fnn35I9\nzCu9PC77WnsLDQ1h0aKFjB8/loIFC7Nly86HOsscGxtLmTLF8PT0Yu/ewwm2mbSocVDQDSpUKEX+\n/AXYvn3fI11jHBwcxIcfjmHx4kU4OzszbtzH9OnT39ZzGRsbS/36dTl69HCir8+RIwfVq9egcuWq\nTJ36CQUKFGTfviN23X+kVm3NZjPNmjVg797dbN6803btYVRUFL17d2Pt2tVkzpyZbt164urqRps2\n7RINvwC3b9+mYcMXOHnyBAcOGA8ViAICAhgwoC9btvgma/mcOXPy5pvv4uTkxNKlizGM48yaNZcO\nHTrbllm58lecnV1o1qzFfdcVFhZGTEw0hw8fYv36v7BYXChcuAhRUVGMGzeStm07MHv2vAxz0jcp\n/fv34tdfl/PXX+upXr3GQ79+wIC+/PLLTyxY8D3Nm7dk27Yt9OrVlZs3g/Hw8CAqKuqe223czdnZ\nmfbtOzFkyHCOHj1Cr15dbM95enrRsGED2rTp9NCjib744jPGjx/LxImf3ndCufR29OgRmjdvSGho\nCG5ubtSuXZczZ05z/vw5XF1dqVSpMgMHDqJ585bJXueOHdv5+ecfWbNmFWZzLK+//iZvvjko0f1L\nRvpcU7i7Q0b6xSTGYrEwefLHfPPNHEJCbpE5c2aGDRtFmTJliYyMJDg4iAkTPuTGjUBWrPiLmjWf\nS9Z6AwMD2bNnF35++yhR4mnatGmf5Njqb76ZzahR79OnT38mTZp63/VGRUWxfPnP5MuXm7p1G9x3\nvPa5c2epU+cZMmfOzIgRY+nWrafdpsh+kDuHVb76al/Gjh1P1qxZH3o9YWFhlClTjKJFn2LLll12\naKlVSrbbiIgIGjd+iWPHjlCoUGEGDHiTRo2aUqRIUU6fPknXrh05c+Y0gG38/XvvvX/fD9rQ0BBq\n1arO1atXKFiwED4+PtSsWZv69RtQp87z931tjx6dWb36L1577Q3Gj//kkX6m5Dp8+BCnT58kKCgI\nd3d3TKbSVKhQKcFwuLtrO3jwW3z//f/44ouv6dSpS2KrvUf8MM7Bg9/CxcUFs9n8wA/pjh1fYdSo\ncbbrdwIDA+nfvxdbtmzC2dkZH598XLlyOcFrMmfOTEREBM2bt2L+/EUZ+mAoo+9rH8X27dsYM2YE\noaEhNGrUlGbNWlKtWvUk93s7d+6ge/eOBAcHkzWrJ4sW/Ujdui889Pv26dODlSt/ZceOfQl6vNOi\nxvHXI48b9zEDB76donVt2bKJfv16cuPGDUqVMjF//neYTKX5/vv/MXjwW9SqVYe+fV/Hy8vL1os0\nc+Y0tmzZxLlzZ23rGTjwHcaNG5/Cn+z+UrO2K1f+Sp8+PejTpz8TJ07h++//x5Ili9m9eyd1677A\njBlfUqRI0WSta968rxk5cliyfx9RUVEsWDCXadM+5ebNYJ555llef30gRYs+RXh4OCEhtzh48ABN\nm7YgV65chISEsHr1X8yYMcV283ZXV1datmzNzJmz7zvZWHLcWdfY2FiaNHkJP7/9PP/8i0ybNtOu\nI2BSIiIigjJlipM3b1527vR7pH3vqVMnqV27OqVKmXjqqWKsWbMKFxcXPv74E7p27YmLiwsXLpzn\n6NEjPPVUMby9vXFxceXIkUP8+ON31KnzAo0aNbWFeovFQu/e3fnzz9+pWrUaCxZ8T6VKpR9pu712\n7RqVK5emRImn2bRpR4b8bNm1aye9e3cjIMCf0aM/oFu3nuTKlZvIyEhmzZrJ+vVrOXBgP+7uHhw6\nZODlle2B61y69AfefnsAFouFXLlyERtr5ubNYF5+uSH16zfAZCpDlSrVbMeHGelzTeHuDhnpF5OY\nBQu+Yfjw9/DxyUfXrj3o3r3XPUNgtm/fRtu2zfH2zsvWrbvuewZ/w4Z1jBw5zHbwHq9x42YMGvQe\nBQsWxtvb29bFP3XqJ0yd+gmenl5s374XH598yWp3cuv6ww/fMXLkUMLDwzGZSrNy5ZpUGwIQHR3N\n3LmzuXr1CmCxjfkvVqwE9eq9aPtDt1gsvPJKOzZsWJ8qE6L07Nkl7h4321M0lv5+cuXKwoUL1x4Y\nQK9fv86FC+eoVKmK7azT6NHvM3fubFq1asuUKTPuqbfZbMbXdwMLF85n9eo/AZgx40u6du2R5PtM\nnjyBadMm8+67Qxgx4uF6LIODg2jevCEnThiMHTueOnXqUrZs+Qdef5QYs9nM0qU/sGzZUs6dO0dk\nZAShoSH4+OQjU6bMtmv+7mQylWbVqr9twzfu3HaPHTvKSy/VpnjxEmzevPOhLy6fO/crZsyYQr58\nBejcuQsFChS0XQ9w6dIlvLy88PDIxOjRw/Dz24+rqys1atQkJCSEs2f/JSTkFo0bN+XLL+eQLVt2\n/P2vEhQURGDgdfLly0eRIk/Rvn1Ltm/fxtSpM+nR49UE7x8ZGcnOndvZsmUT//yzFWdnZ5ydnXFz\nc8PbOy8+PvnIly8/zz5bk8qVqz4WPR/xoqKiHmkbuZPZbCYwMJDo6Cjy5vVJdi9UTEwMmzf78sYb\nfblx4wZZsmQlPDwMgDx58tC//xv06zcgwd+nxWKhadOX2bt3N8OGjaRv39ceeV83d+5XjB49nK++\n+ob27TvZHk+qxvGTXOTOnSfRXsKkrme7W2xsLM8//yz//nuG/fuPpcq1bYZxnI8/HseaNasAyJ+/\nAFeuXMbDwwNf33+SnE0wICCAYcPeZc2av9iwYRtlypRNcVvuJzW339u3b1O9egX8/a/SuHEz2362\nYcPGzJ278KEmmwoKukHFiiYKFizEP//sve/fsNlspl27FmzbtoXs2XMwbJj1Nj/JOXC/fv06K1f+\niru7O40bN0u1a4rvrqu//1UGD36LdevWkDlzZho3bkqOHDl58cWXKVWqFAUKFCJTpkyp8t4psWTJ\nYt5+ewBvvjmIsWM/euT1vPbaq6xY8QsA1avX4KOPJj5SL2C8mJgYdu/eSdWq1fHw8EjRdht/LPOg\nmXAflcVi4d9/z5ApUyZ8fPIl6/M1fl+2fv1a22y148dPSrJ3ccaMKUyaNJ4JEybTr9+ARJeJiYnh\n33/P8OuvvzBlyiSyZ8/B3Lnf8vzz9bh5M5ju3Tuze/dO2/LPPPMsf/65DshYGULh7g4Z6ReTmG+/\nnceyZUv59tvF5M2bN8nlpkyZxJQpk+jY8RVGjBiT6DUQwcFB1KpVjVu3blGrVh2qV69BmTJlmTdv\nDtu3b7MtlzNnTpo1a8nJkyfYuXM7RYoU5dtvFz/UtUMPU1d/f3/Gjh3OihW/MHLkWAYNGpLs90lK\naGgIAwe+xqpVfyT6vJubG5MnT6djx1dYu3Y1vXt3o169l1iyZHmKD3D/+ON3evfuRpcu3Zk27fNU\nmW3KOkxgCUePHubKlcv4+18lNjaWPHnykD9/QQIDrxMQ4E/27Nnx8MhESEgIERHhxMTEANbx9u+9\n9z5ffPEZq1b9wdNPl2T9+i0PPIg4f/4cL75YO64HeRpVq1bD3d2DwoWL2JaJiIigcuXSODs7s2fP\n4Ufq8dyxYzvt2jW3XR/g5uZG3rw+NG/ekiFDhpM9e44HruP8+XN89dXnLFjwDQD58uUna9asZMmS\nlYsXzxMSEoLJVIZXXulK7tx5iIyMZM2av1i9+i9efrkhX331DTly5LRtu7t27WTgwH6cO3eWxYt/\nokGDxg/9cyVXWFgY33+/kJkzp9vul+Xjk4/Onbvyzjvv3XebvHLlMrVrP4Orqwv//LPPdi+tZcuW\nMnLkUIKDgwHr8J346zUSU6qUidmz5yX7RrtRUVGsXPkra9b8xY0bQdy6FYybmzsdO75Cu3YdiIqK\nIjo6mtu3b5MlS1ZKl36KI0dOceKEwYkTxzl9+hQAOXPmolChwpQuXSbJYcBRUVFs3boJP7/9HDjg\nx4ED+7l8+RK1a9elfPmKlC9fgbZtOySr59/f/yoLF85nyZLF+Ptftf2NuLm50bhxMxo0aETdui8k\neR3Z5s2+DBjQ1zYxxCefTKNr1x74+m5g7dpV/PHHbwQFBeHtnZc33xxEpUqVKVKkKP7+V2nSpD6N\nGjXhu++WJqvGSdmxYzstWzbitdcGMn78JNvj8TPjHT58kEOHDmIYx9m6dTOHDx/EYrHg5OTEU08V\no06dFyhWrDjR0VHs3bubvXt3ExgYSMOGjXnjjbd57rna9xzwWywWFi36lqFDB9GlS3c++2xWin6G\nu9e9fPnP/PHH72zZsonSpcswadLUB37mxMbG2kYL2FtqHyucOnWSPn26c+zYUcB6Aq1Ll+6P1EMS\nP7wvd+7c5MyZiyJFitK//xuUKPE0OXLkIHv2HJjNZr74YgYTJnzIiy/WZ/bseeTKlf6TPiU1gdUv\nv/zEkCHvEB4enuA560ifMfTv/0a6DeP3979K3bo1iIqKwtd3e4pmLL1y5TKzZ39J06bNefbZ51K9\nhywl2238SaS7h98mJiwsjKlTP8HFxYVChQpToUJF8ucvgKenJ1mzeiY4Djp06CC7du3A1/dv20kd\nFxcXWy9woUKFeemlBowYMSbByajz58/xyivtbLfjyprVk/nzF913huqAgACefbYybm6u91zLefv2\nbfr168mGDettl5EUKFCQH35YluDEfGxsLEePHsEwjmEYx6lYsRItWrQGMlaGULi7Q0b6xaREeHg4\nL7xQ0zZUpU2bdnz99YIEO4r46fpHj/6Qt99+1/Z4/EGan98+Ll26xK5dOwgI8Aegbt0XmDt34UOf\npXvYuoaE3KJy5bI4OTkxY8YXNG7c7JGGaO7YsZ3p0yfzzz9biYqKombNWnEX1Xrahpxs27aVefO+\ntv0xg/W6xU2bdqTKvZes71uFixcvULp0GVq2bEP9+g2oXLkqBw7sJzDwOtHRMURHRxMZGYGXVzZK\nly6Dq6srsbGxnDp1grNnz+Lk5ISnpydhYWGMGTOcqKgo3NzcyJcvP0WKFMbNzYNz585y9eoV8uTx\nJm/evNy6dYvbt2/j6elFlixZbMHmzp7aatWeYebMryhVypSsnyf+DOWdfvllpW04Wfzzb789mNGj\nP3jkup0/f45//tnK3r17OHz4IGfPniEwMJA8ebz54IOP6dChc6IffBcvXqBr1462XrkiRZ5i+fKV\nyRrWdPv2bbp06cCWLb4ULlyEBQu+o379urz11rt89dXnAAwZMpyhQ0c88s/1MKKiooiICH/oew3N\nmTOLMWNGULVqNerWrYeLizMzZkwla1ZPunbtQb16L/Lss7Xw8PDA1dWVqKgorl2zXvt3/vw51qz5\ni+XLl+Hm5sa4ceOTvFH26tV/8fff6wgMvM7u3Tvx979qey5TpkxERUUlOkkCWP/GHvT50qBBI4YN\nG0mlSlVsj0VHR9OxY2u2bdtieyxvXh+yZ89u+5AH68x7s2fPu2dintu3b+Pru4HNmzeyebOv7Qbh\nXl7ZMJlK4+OTDzc3V44cOWxbn5OTE4MHD2Po0BEJDiBDQm7x4ot1uHz5It2796J9+073zPYbEnKL\nr776gq+/nkVYWKjt8Zw5cxIUFMTSpSt48cX6963Dg4SGhlKiREGeeqoY8+d/x/79e9m1awcXLpwl\nIOCabebbeDly5KBMmXI4OTlx5Mhhbt4MTvB8kSJF8fLKxpEjhwBo1aotU6d+RvbsOfj33zOMGjWM\n/fv3EhgYSPbsOfj77y3JHjboKOxxrBAeHs6ECR8QFRXNp59Of+QD++vXrzN8+Hvs2bOLqKjbtslY\n4hUt+hSxsbFcvHiBvHl9WLdu031v35CW7lfX8+fPcfr0KVxdXdm+fRuXLl1k3brVXL9+nQoVKjFr\n1txUv1/ig1gsFnr06MyaNauSfauk9JSS7Xb//r00avQivXr14dNPZ9x32ddf783y5cuSfD5+5JSr\nq2uCywtKlixF2bLluXz5EtHRUZjN1pm7w8PDaNKkOQsXLsbJyYlr167RunUTTp48QcOGjalRoybN\nm7dM1kRs8ZcWtW3bntmz59uOpSZP/pgZM6ZSsmQpqlevQenSZWnbtsNDjUjISBlC4e4OGekXk1LB\nwUH89tsKFiyYy7FjR1myZLntjMahQwdp0OB5ihUrjq/v9vuOk4+JiWHnzu3cuHGDJk2aPdIF849S\n17tDhLOzM05OTrbZwp57rjbh4WFEREQQGRlJxYqV43pgrP/fs2cXo0a9T1hYKBUqVKJJk2YMHPhO\nosOQdu/eydy5s7lx4wZmcyy9e/enRYtWD/1zJuXKlctMnPgRy5YtJTY2FoBs2bJz69bNR17n55/P\npm3bDri7uz9UfcPCwnjvvbeIjo6hW7ee1Kv30kMfRBw86Me2bVv54YdFGMZx2+xssbGxNG1aHz+/\n/ezZcyhBj15KRUVFMXv2F0yf/mncDYrvnZY5PDycZs0acOTIIRo0aES9ei/RqlW7+/Zy3y02Npap\nUz9h+vRPKVCgIF99NYtWrVpRvHgJZs6czbPP1ky1n8leYmJi6NChVYIAlD17Dn755fdk38z577/X\n8tZbA7h+/Rp9+vSnU6cutokc/P39eeedAQnus+XllY0uXbrRo0dvihQpioeHB/7+/syd+xUHDvjh\n6emJh4c7bm7uhIaGcvPmDbJnz4XJZKJkSRMlS5bCxcWVwMDrXLhwnqVLf2Dnzu04Ozvz2Wez6NSp\nC7dv36ZHj874+m6gXr2X6N27P5UrV7FNIR8cHMSpUydZsOAbli1bSpYsWRk9ehyNGjWlUKHC3LwZ\nTMeOrfHz2w9YDzCeffY5nn/+Rbp165GgR9hisXD8+DG2bPFl7tzZnD9/jpYt2zBu3HgKFixEUFAQ\nzZq9zJkzp+nX73UmTPj0vvW8du0aq1b9wcWLF9i3by+bN2+kaNGn2LFjf6r05r/wwnOJDjPOnDkz\nL79s/VswmcqQP3/+BH+XUVFRHD5s7dXz9PSkRo3nbAczu3bt5MMPR9uGIGXKlMk21X3Rok9RrlwF\n3nzznRQNG3tcPU7HCgcP+rF48SIiIiK4evUKBw/6ERUVTYsWrRgyZHiq7qdT6mHrGhAQwOjRw/j1\n1+X4+ORj1qy5tns+WiwWgoJuEBERwblzZ7l+/Rqurm5xw/NDiY6OIiDAn927dxEREU5sbCzu7h7U\nrfsCWbNaJ/tycnIiU6ZMtGjR+p7PEYvFwpdfzmT8+LHUqfM8y5b9niEmAbuflGy30dHRlC5t7ZVs\n0qQZt27dokePXrz8ciPbMhaLhW+/ncfw4e9RrdozjBs3nnPnzrJ//16Cg4MJCwslNDT+K4TQ0FBK\nlSpNhw6dqFy5KqVKme6pYWRkJF26tGfr1s0UKlSYqKgobtwIJCYmhjfeeJsPPvj4oX6O+OOU/fv3\nkTWrJ2Fhobi5uREdHU3+/AXYsmXnI09IlpH2Cxku3JlMplrAJKAaEA4sA4YbhnHrfq9TuEvcwYN+\nvPzy8xQt+hS1a9fFMI7j57eP2NjYBIHPnh61rtu2bWHVqj84cMDPdpb/0KEDREREJOv1bm5ufP31\nfFuXeXq7eTOYzZs3MXfuV+zatYMXX6xPrVp1cHV1w9XVBQ+PTAQGXrcNUXN2diZnzlxUqVIVJycn\nQkNDCQ8Po2LFKgkmy0mv7dZisVC9egUCA6/z2mtv8NtvKzhz5jSNGzdl0aIldnnPCxfO07lzW06d\nOsns2fNo3rwV7u7uWCwWBgzoy/LlP9OjR2+mTJmRoiEtI0cOZd68Obb/b9iw7Z7bHWRkZrOZq1ev\ncPbsv1y4cJ6aNWs99GQE58+fo3nzhnHXqULnzl0pVao0//vffM6dO0vdui8wdOhIihcvQa5cuR7q\nxM+DtlmLxcKmTRvp168XN28GU6LE03h6enHgwH7q12/AN98svO+01itWLGPo0HdtJ1Dy5y+Ak5MT\nly9fonXrtvTq1Zdq1Z5J1gQQgYGB9O7dzTZcPUuWrDg5OREWFsqrr/blo48mPfREEidOGHh6ej70\nDLxJOXnyBIsXLyI0NJQKFSpSo0ZNateuzvXroSk64IyJiWHatMnMmDGFvHl9KFmyFG3bdrjvNbdP\ngsf5WCF+OHZGDCKPWtdvvpnNmDEjMJvNtG3bHg+PTPz558pkn0B1d3fHxcUlyWMLL69szJkzn/r1\nGxIQEMC1awFMmzaZP//8nbx5ffjrr/WPRe91SrfbX375iQ1YkOwAAA/SSURBVIED+9tGZPj45OPD\nDydQtOhT5M6dh19++YnJkyfg4eHBunWbU60n1d//Kr16deHSpUtkyZKFbNmy0aZNB1577dGG4/r7\n+/PWW6/h7+9Prly5OHPmNCVLmpg69bMUDavNSPuFDBXuTCZTFWAbsBGYBRQHJgI7DcNocL/XKtwl\n7ZNPxjN9+hTAOpa5cuWqdOjQ2W63S7hbatY1fshZq1ZtqVy5KpkzZyY2NoYdO7bbzrJlypSZQoUK\n0bZthwy7w719+3aKZxaLl57b7YoVy3j99T5YLBbc3Nzo1KkLw4ePeajesoe1bt1quna13i7Dyysb\nBQsWJDw8gvPnz1Kt2jP89tuqFE+ucfHiBTp0aEW+fD506NCFLl26p0bTHzuhoSH4+m7kgw9Gcf78\nOdvj8cNTHzVAJ3ebPXz4EJ9/Po01a1YRERFB9eo1WLbs92RNMnH58iWWL1/Gvn172Ljxb8LCQqlU\nqQqrVv390CMQIiIimDdvDocO+XHixAkCAvzp2rUHI0aMyZAHyZC6+wV//6vkypU73WYwzmgc9Vgh\nvaWkrgcP+jFo0JscPnwQgIIFC1GhQkWyZvUke/bsZM+enaxZPcmWLTtZs1pP0Li4uNCgQSPbiaKA\ngAAOHNgHYDuhfPLkSSZP/pjIyEjc3d0TXMJRo0ZN5sxZkCbXeaaG1Nhu/f2vcvv2bb79dh6zZs28\n5/k8efLw00+/PVYnQ1NLRtovZLRw9wdgAsoYhhET91hrYAXQwDCM9Um9VuHu/i5dusjt25HkzZvP\ndn+xtJKadY2fUalYseIZcjre9JDe2+2BA/s5duwoL7zwYppdu3HgwH5+/nkJ69evJSjoBrdvR1G7\ndh2mT/8yVWbti5fetc0owsPDOXr0MNevXydnzlwpHp76sHUNDQ3hwoULmEylHylM3bgRyKFDB6lY\nsRI5c+Z66Nc/jrTt2o9qax8prWt0dDT//LMVFxcXnnuudqoMeQbw89vHmDEjiIyMpFChwri5uRIZ\nGWmbufhxkdqzvP766y+EhYVx5MhhYmKi8fDwoHv3XsmeiMvRZKT9QoYJdyaTyR24CXxhGMawOx53\nBYKBBYZhJHnjFoW7jEt1tS/V135UW/tQXe1PNbYf1dY+VFf7Un3tKyPV937hLq3HmhQHMgHGnQ/G\n9eD9C6TtNEgiIiIiIiIOIq3DXfxUZYldAXsLePDt5EVEREREROQeDz/nfco8KEzed9hlzpxZcHVN\n+fhqb++kZ2CTR6e62pfqaz+qrX2orvanGtuPamsfqqt9qb729TjUN63DXfydVBOrTDbg0v1eHBQU\nnuIGZKTxso5EdbUv1dd+VFv7UF3tTzW2H9XWPlRX+1J97Ssj1fd+ITOth2WeBmKAknc+GDehSjHg\naBq3R0RERERExCGkabgzDOM2sAFoExfo4jUHsgKr0rI9IiIiIiIijiKth2UCfABsBlaZTKaZQBHg\nE+BvwzDWpUN7REREREREHntpPSwTwzC2A02xXmO3DBgDfA+0Teu2iIiIiIiIOIr06LkjrodOvXQi\nIiIiIiKpJM177kRERERERCT1KdyJiIiIiIg4AIU7ERERERERB6BwJyIiIiIi4gAU7kRERERERByA\nwp2IiIiIiIgDULgTERERERFxAAp3IiIiIiIiDkDhTkRERERExAEo3ImIiIiIiDgAhTsREREREREH\noHAnIiIiIiLiABTuREREREREHIDCnYiIiIiIiANwslgs6d0GERERERERSSH13ImIiIiIiDgAhTsR\nEREREREHoHAnIiIiIiLiABTuREREREREHIDCnYiIiIiIiANQuBMREREREXEArun1xiaTqSfwNlAS\nCAH+AUYYhnEq7nknYAjwOlAQOAV8ahjGovuscwmQyTCM1nc97gK8B/QFCgNngdnAl4ZhmJPR1rLA\nVKAWYAH+AoYYhnElieUrAbuAZw3D8HvQ+lOTo9XVZDI9g7WW9zAMw+lB72EPDlhjT+BjoAOQCzCA\nmYZhfPug9ae2tKxtIsstAF5N7nal/UL61TWj7RccsL4ZZp8Q15603Od6AwFJvKyYYRhnH9BW7RfS\nqa5P8n4hjer7xO4X4p57AfgQeAYIBzYBwwzDOJOMtqbpfiFdeu5MJtMgYCGwA2iPtfjlgT0mk6lY\n3GIT474WAK2B3cD/TCZTt0TW52Iymb4AOiXxltOxbpDfAs2AH4EZwEfJaGshwBfrhtwTGAS8BKw3\nmUzuiSxfCVgN3POcvTloXati/UN4Hnjurq8052g1jguP67Du/BYALeK+TzOZTB8/6D1SUzrU9s5l\n2wCvPkRbtV9I37pmmP2Co9U3I+0T4tqT1vWtGve9A/duW4keiN2xbu0X0reuT/J+wa71fdL3CyaT\n6WVgPXATaAO8A1TBWiPPB7Q1zfcLad5zF5ekxwBLDcMYeMfjW7H2SrxpMpmmAYOBjw3DmBC3yGqT\nyZQTmGgymX6I77UwmUzVgZlYixyRyPt5A28AUwzDmBT38AaTyVQCGGQymcY+oAdkOOAGNDIM42bc\nOg8A+4EewLy4xzJj/YWNBcIesiwp5qh1xbrDOmkYxpaHq0jqc9AatwBqAm8bhvFF3OvWm0yms8By\nk8n0P8MwTia7SI8orWt713vnB74BLmDtHU0O7RfSsa5kkP2Cg9Y3Q+wT4tqWHvWtGvfcCsMwYh+y\nydovpGNdebL3C/au75O+X/gc2Ay0NgzDEve608AKrAF63X2anOb7hfToucsOLMaapG0Mw7gA3MLa\ndfoy1sT6812vXYL1Q6zyHY8tA6KwdpMm1iUdDNQAPrvr8ai493hQDZoC6+J/IXFt9cPaHd3yjuU6\nAe8DH8R9T2uOWteqQJoOVbkPR6xx2bjvv9312g2AS9w60kJa1xawfUh8C2wDlj9Ee7VfSN+6ZpT9\ngiPWN6PsEyB96lsVOPQIB8ig/UJ61/VJ3i/Yu75P7H7BZDJVBMoAn8cHu7j322kYRgHDMO4X7CAd\n9gtp3nNnGEYw1jGyCcR1eeYADmDdiMzA3WcB4v9fBtgX9++WhmEcjFtHYu8XjTUdx38g5sbabd0D\nmG0YRkxSbTWZTJmAYlg3orudjGtHvI1AUcMwbppMpl5JrdNeHLGuJpPJFagABJtMpu1Y/xjDsP4h\nDjMM41ZS72EPjlhj/tuRFQPO37FMybjvxZN6j9SU1rW9w1tYPxTLAyOT01btF9K3rhlpv+CI9SWD\n7BMg3epbFbhuMpnWY+2pMAN/AoOTuj4mbn3aL5B+ddV+we7b7ZO8X6gS9/26yWT6f3vnF2JFGYbx\nn2FUWKuJIIlBhPFGXVSUBt1UqElkVCKhmWYSeBEhiCUVkRZRWt6aSYWRUXmhZRdpZeIqWNhSolSv\nhv3RInVXzchajLaLdw47ezq7e87unjnTnOcHy8D37cx8+5zZ58z7/Xm/t4HpREC7FVjk7j9VOim5\nXkN8IRfZMs1sHDEseRR4hfhw/kxebtOU/jlbSgWlD6RKZgLHgdXAfmIubl+MSo6/Vag7XdaOH9NR\neR4ogK5XA+cRD/9qYBqwCrgf+Dgx84ZSAI03AR3Aq2Z2q5m1mNmNRI9YJzCihjYOKfXW1mKB8wpg\nobv3OkpSAflC39evt6659oUC6JtbT4D66mtmI4kXMSOCgtuJ4HkKsCup7w35Qu/XzkLXpvWFjPRt\nWl8AxibHd5Pz7wYeJoLoVjMb1duJNMgX8vByPIFYODiamI96wsz6Czq7+qnvjTbgZqKHYTmwx8wm\nuvvRCv/4/9B/8DvQdtSdguj6PWFS+939SFLWama/EAtpZwAbBtjmQVMEjd29w8wmE2t3Pk3qOoBH\nk/ucGWB7B0W9tbVYxPwWsMHdN/Xxe/KF/OmaW18ogr559QTIxHM7gduAw+7uSdlOM9tHJERYCKyU\nLwD507VpfYEM9G1yXyglNml194Wp+x4EdhLZzF/Kky80dOQuGUL9nIhcp7r77qTqFHBBBaFaUvU1\n4+6H3L3V3dcRkfelxIcCcLbs53W6I+2LKlyuZaDtqDdF0dXdT7v7lpRRl9icHK+jQRRF4+Tae919\nEtE7dRVwCfAmMA44MZD2DoaMtH0GGAMsNrPhyTWHJfcfnvpikC/kTNe8+kJR9IX8eQJko6+7/+Xu\nn6RekEvlOwj9Ss+WfCFnujazL2T13DarL9A92tdjvaG77yL0uz4pyo0vNHKfu4eI/boOAtO95z4R\n3xKB5+XAgVR5aW7v1zXcZzwwFdjs7h2pqr3A33RnGZtYdmq7u/9hZodT901zRS3tyIoi6WqRDvYm\nYJ27pzMYnZ8cj1fb3qGkYBqPJuaPb3P3n0nm1ZvZJGJO+RfVtncoyEpbYBYwHmivUHcWeAOYj3wB\ncqZrHn2hYPrmyhOSe2fluROAycB77n40VX4OMeWv9GzJF3KmazP7Qkb6Nq0vEIlPILRM338YEUeV\nRi1z4wsNCe7MbC6wltgA8B6PxZFpthLDmfcSe3yVmAUcIdYcVctYInpeCqxMlU8h/v6vANy9twfz\nQ2CmmY307hSm1xJzm1fV0I66U0BdS3PnTxH7u5WYQwxlb6+hvUNCATXuIrLuPUXPdXyPET1xO2po\n76DIWNs7KTNqIm3ybMKg20G+QD51zZUvFFDf3HhC0r4s9R0DrCGmdz2fKp9BBAnbQL5APnVtZl/I\nQt9m9oWdxOjdXCC9AfpUYq3hdsiXL2Qe3JnZWCLS7iAEv9J6Zqc54e4HzGwNsMzMzgV2EylC7wLm\ned97e/XA3dvMbCOwPImy9wDXEA9oG/Gw9sUK4D5if7HngAuBF4hou9dd7rOmoLpuInqDVpvZGOAb\nYuPHJcBad/+y2vYOBUXU2N1Pmtk64AkzO0X0ds0nvhQedPffq23vYGiAtvsqtOFYUldND6R8oQIZ\n6ZobXyiivnnxBMheX2J612bg6WTU4zPgBsJzt7h7eRr4cuQLlclC16b1BTLQt5l9wd3PmNlS4GUz\newd4DbiMCHLbiEQrfZG5LzRi5O4OItIdQez2Xs77xJqiRURvwAKiZ+A7YK67rx/APecQiz4XEAs/\njxEvxsvcvbOvE939kJndArwIrCdS634ELOnv3IwpnK7u3mlm04g9PxYT87p/AJ6kMb2ghdM44RHg\nJPA4cDGwj+gJ6+8LYShphLYDRr5QH/6HvlA4fRPy4AmQsb7u3mVms4nZEg8QL8e/EhsYP1vF+fKF\nCmShazP7QobPbVP6AoC7rzGzdmJD8g+ItXQbgaX+34yc5edm7gvDurpym8BJCCGEEEIIIUSV5GKf\nOyGEEEIIIYQQg0PBnRBCCCGEEEIUAAV3QgghhBBCCFEAFNwJIYQQQgghRAFQcCeEEEIIIYQQBUDB\nnRBCCCGEEEIUAAV3QgghhBBCCFEAFNwJIYQQQgghRAFQcCeEEEIIIYQQBeBfXEa5P1IcedwAAAAA\nSUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x125bb3b10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Results of Dickey-Fuller Test:\n",
      "Test Statistic                   0.290844\n",
      "p-value                          0.976920\n",
      "#Lags Used                       1.000000\n",
      "Number of Observations Used    736.000000\n",
      "Critical Value (5%)             -2.865475\n",
      "Critical Value (1%)             -3.439266\n",
      "Critical Value (10%)            -2.568865\n",
      "dtype: float64\n"
     ]
    }
   ],
   "source": [
    "test_stationarity(oil['Value'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [],
   "source": [
    "from statsmodels.tsa.arima_model import ARIMA\n",
    "\n",
    "model = ARIMA(oil.Value, order=(2, 1, 3))  \n",
    "results_ARIMA = model.fit(disp=-1)  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [],
   "source": [
    "arima_pred = results_ARIMA.predict(oil['Value'].index[500], oil['Value'].index[-1], typ=\"levels\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x12506e5d0>"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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EUnkibob2uAkhc40SCCpwHW0xkuk6Xj3C2EiYjng7pwvLd45cvdFkLF+lOxtn3DUt+N1S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jCJyicBOtPt5DOhgKvaqIrK7a23MW8tMF6Z3LefZ79xXJ9K3SWfMdE1BQhAEeLBkQJuy0QOXC4r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\nsyHhCpyZmZmZmdmQ+D9+OwYPw15ivAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1252d0f50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "predictions_ARIMA = arima_pred\n",
    "plt.plot(oil.Value[500:])\n",
    "plt.plot(predictions_ARIMA)\n",
    "plt.title('RMSE: %.4f'% np.sqrt(sum((predictions_ARIMA-oil.Value[500:])**2)/len(oil.Value[500:])))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "238"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(arima_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
